Pluralsight Path. Building Machine Learning Solutions with scikit-learn (2019)

File Name

Size

scr.png

206 kB

~i.txt

822 B

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/exercise.7z

2.3 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/playlist.m3u

2.9 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/~i.txt

1.9 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4

3.1 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt

2.3 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/01. Module Overview.mp4

1.5 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/01. Module Overview.vtt

1.6 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/02. Prerequisites and Course Outline.mp4

1.2 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/02. Prerequisites and Course Outline.vtt

1.7 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/03. Introducing Machine Learning.mp4

4.8 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/03. Introducing Machine Learning.vtt

5.9 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/04. Learning from Data - Training and Prediction.mp4

7.9 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/04. Learning from Data - Training and Prediction.vtt

9.3 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/05. Traditional and Representation ML Models.mp4

12 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/05. Traditional and Representation ML Models.vtt

11 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/06. The Niche of scikit-learn in ML.mp4

7.9 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/06. The Niche of scikit-learn in ML.vtt

8.4 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/07. Exploring scikit-learn Libraries.mp4

36 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/07. Exploring scikit-learn Libraries.vtt

11 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/08. Supervised and Unsupervised Learning.mp4

9.2 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/08. Supervised and Unsupervised Learning.vtt

10 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/09. Installing scikit-learn Libraries.mp4

5.6 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/09. Installing scikit-learn Libraries.vtt

5.3 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/10. Summary.mp4

1.9 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/10. Summary.vtt

2.0 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/01. Module Overview.mp4

1.4 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/01. Module Overview.vtt

1.7 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/02. The Machine Learning Workflow.mp4

6.7 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/02. The Machine Learning Workflow.vtt

6.9 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/03. Using scikit-learn in the Machine Learning Workflow.mp4

9.1 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/03. Using scikit-learn in the Machine Learning Workflow.vtt

10 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/04. Choosing the Right Estimator - Classification.mp4

5.4 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/04. Choosing the Right Estimator - Classification.vtt

5.6 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/05. Choosing the Right Estimator - Clustering.mp4

3.2 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/05. Choosing the Right Estimator - Clustering.vtt

3.4 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/06. Choosing the Right Estimator - Regression and Dimensionality Reduction.mp4

4.7 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/06. Choosing the Right Estimator - Regression and Dimensionality Reduction.vtt

4.9 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/07. Exploring Built-in Datasets in scikit-learn.mp4

10 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/07. Exploring Built-in Datasets in scikit-learn.vtt

9.0 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/08. Exploring the Boston Newsgroups and Digits Datasets.mp4

8.2 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/08. Exploring the Boston Newsgroups and Digits Datasets.vtt

4.9 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/09. California Housing Dataset - Exploring Numeric and Categorical Features.mp4

11 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/09. California Housing Dataset - Exploring Numeric and Categorical Features.vtt

8.6 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/10. California Housing Dataset - Exploring Relationships in Data.mp4

11 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/10. California Housing Dataset - Exploring Relationships in Data.vtt

7.5 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/11. Summary.mp4

2.0 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/11. Summary.vtt

2.5 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/1. Module Overview.mp4

1.3 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/1. Module Overview.vtt

1.4 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/2. Understanding Linear Regression.mp4

6.0 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/2. Understanding Linear Regression.vtt

6.0 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/3. Data Preparation for Machine Learning.mp4

13 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/3. Data Preparation for Machine Learning.vtt

11 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/4. Training and Prediction Using Linear Regression.mp4

14 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/4. Training and Prediction Using Linear Regression.vtt

11 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/5. Understanding Logistic Regression.mp4

9.6 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/5. Understanding Logistic Regression.vtt

10 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/6. Training and Prediction Using a Logistic Regression Classifier.mp4

15 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/6. Training and Prediction Using a Logistic Regression Classifier.vtt

12 kB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/7. Summary and Further Study.mp4

1.8 MB

A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/7. Summary and Further Study.vtt

2.1 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/exercise.7z

29 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/playlist.m3u

4.2 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/~i.txt

1.9 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4

3.1 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt

2.6 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/1. Module Overview.mp4

1.8 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/1. Module Overview.vtt

2.0 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/2. Prerequisites and Course Outline.mp4

2.0 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/2. Prerequisites and Course Outline.vtt

2.4 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/3. Classification as a Machine Learning Problem.mp4

5.5 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/3. Classification as a Machine Learning Problem.vtt

6.0 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/4. Logistic Regression Intuition.mp4

8.3 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/4. Logistic Regression Intuition.vtt

8.2 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/5. Cross Entropy Intuition.mp4

3.4 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/5. Cross Entropy Intuition.vtt

3.0 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/6. Accuracy, Precision, and Recall.mp4

8.7 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/6. Accuracy, Precision, and Recall.vtt

8.8 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/7. Determining Decision Threshold Using ROC Curves.mp4

9.5 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/7. Determining Decision Threshold Using ROC Curves.vtt

9.4 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/8. Types of Classification.mp4

5.9 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/8. Types of Classification.vtt

5.3 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/9. Module Summary.mp4

1.6 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/9. Module Summary.vtt

1.8 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/1. Module Overview.mp4

1.6 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/1. Module Overview.vtt

1.7 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/2. Installing and Setting up scikit-learn.mp4

5.4 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/2. Installing and Setting up scikit-learn.vtt

4.4 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/3. Exploring the Titanic Dataset.mp4

14 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/3. Exploring the Titanic Dataset.vtt

11 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/4. Visualizing Relationships in the Data.mp4

9.1 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/4. Visualizing Relationships in the Data.vtt

7.8 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/5. Preprocessing the Data.mp4

9.1 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/5. Preprocessing the Data.vtt

6.2 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/6. Training a Logistic Regression Binary Classifier.mp4

9.8 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/6. Training a Logistic Regression Binary Classifier.vtt

7.4 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/7. Calculating Accuracy, Precision and Recall for the Classification Model.mp4

9.8 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/7. Calculating Accuracy, Precision and Recall for the Classification Model.vtt

7.0 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/8. Defining Helper Functions to Train and Evaluate Classification Models.mp4

13 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/8. Defining Helper Functions to Train and Evaluate Classification Models.vtt

10 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/9. Module Summary.mp4

1.9 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/9. Module Summary.vtt

2.0 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/01. Module Overview.mp4

1.9 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/01. Module Overview.vtt

2.2 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/02. Choosing Classification Algorithms.mp4

3.4 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/02. Choosing Classification Algorithms.vtt

3.2 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/03. Linear Discriminant Analysis and Quadratic Discriminant Analysis.mp4

11 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/03. Linear Discriminant Analysis and Quadratic Discriminant Analysis.vtt

11 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/04. Implementing Linear Discriminant Analysis Classification.mp4

8.9 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/04. Implementing Linear Discriminant Analysis Classification.vtt

5.5 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/05. Implementing Quadratic Discriminant Analysis Classification.mp4

4.1 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/05. Implementing Quadratic Discriminant Analysis Classification.vtt

2.6 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/06. Stochastic Gradient Descent.mp4

3.9 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/06. Stochastic Gradient Descent.vtt

4.0 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/07. Implementing Stochastic Gradient Descent Classification.mp4

5.6 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/07. Implementing Stochastic Gradient Descent Classification.vtt

3.7 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/08. Support Vector Machines.mp4

12 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/08. Support Vector Machines.vtt

10 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/09. Implementing Support Vector Classification.mp4

5.6 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/09. Implementing Support Vector Classification.vtt

3.9 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/10. Nearest Neighbors.mp4

5.0 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/10. Nearest Neighbors.vtt

4.6 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/11. Implementing K-nearest-neighbors Classification.mp4

2.8 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/11. Implementing K-nearest-neighbors Classification.vtt

2.0 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/12. Decision Trees.mp4

4.5 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/12. Decision Trees.vtt

4.5 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/13. Implementing Decision Tree Classification.mp4

5.5 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/13. Implementing Decision Tree Classification.vtt

3.7 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/14. Naive Bayes.mp4

5.9 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/14. Naive Bayes.vtt

6.2 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/15. Implementing Naive Bayes Classification.mp4

3.4 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/15. Implementing Naive Bayes Classification.vtt

2.2 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/16. Module Summary.mp4

2.2 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/16. Module Summary.vtt

2.5 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/1. Module Overview.mp4

1.4 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/1. Module Overview.vtt

1.5 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/2. Hyperparameter Tuning.mp4

5.6 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/2. Hyperparameter Tuning.vtt

5.9 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/3. Hyperparameter Tuning a Decision Tree Clasifier Using Grid Search.mp4

14 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/3. Hyperparameter Tuning a Decision Tree Clasifier Using Grid Search.vtt

9.4 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/4. Hyperparameter Tuning a Logistic Regression Classifier Using Grid Search.mp4

4.9 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/4. Hyperparameter Tuning a Logistic Regression Classifier Using Grid Search.vtt

3.5 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/5. Module Summary.mp4

1.4 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/5. Module Summary.vtt

1.6 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/1. Module Overview.mp4

1.5 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/1. Module Overview.vtt

1.6 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/2. Representing Images as Matrices.mp4

4.5 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/2. Representing Images as Matrices.vtt

4.2 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/3. Exploring the Fashion MNIST Dataset.mp4

12 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/3. Exploring the Fashion MNIST Dataset.vtt

8.4 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/4. Classifying Images Using Logistic Regression.mp4

10 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/4. Classifying Images Using Logistic Regression.vtt

5.7 kB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/5. Summary and Further Study.mp4

1.7 MB

A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/5. Summary and Further Study.vtt

2.1 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/exercise.7z

4.1 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/playlist.m3u

4.2 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/~i.txt

2.0 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4

3.6 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt

2.8 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/01. Module Overview.mp4

1.8 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/01. Module Overview.vtt

1.8 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/02. Prerequisites and Course Outline.mp4

2.0 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/02. Prerequisites and Course Outline.vtt

2.4 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/03. Connecting the Dots with Linear Regression.mp4

10 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/03. Connecting the Dots with Linear Regression.vtt

10 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/04. Minimizing Least Square Error.mp4

6.2 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/04. Minimizing Least Square Error.vtt

5.6 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/05. Installing and Setting up scikit-learn.mp4

4.6 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/05. Installing and Setting up scikit-learn.vtt

4.0 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/06. Exploring the Automobile Mpg Dataset.mp4

14 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/06. Exploring the Automobile Mpg Dataset.vtt

10 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/07. Visualizing Relationships and Correlations in Features.mp4

11 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/07. Visualizing Relationships and Correlations in Features.vtt

8.5 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/08. Mitigating Risks in Simple and Multiple Regression.mp4

8.7 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/08. Mitigating Risks in Simple and Multiple Regression.vtt

8.9 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/09. R-squared and Adjusted R-squared.mp4

2.2 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/09. R-squared and Adjusted R-squared.vtt

2.3 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/10. Regression with Categorical Variables.mp4

5.7 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/10. Regression with Categorical Variables.vtt

5.5 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/11. Module Summary.mp4

1.6 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/11. Module Summary.vtt

1.8 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/1. Module Overview.mp4

1.5 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/1. Module Overview.vtt

1.6 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/2. Simple Linear Regression.mp4

16 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/2. Simple Linear Regression.vtt

11 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/3. Linear Regression with Multiple Features.mp4

13 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/3. Linear Regression with Multiple Features.vtt

8.8 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/4. Standardizing Numeric Data.mp4

10 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/4. Standardizing Numeric Data.vtt

6.2 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/5. Label Encoding and One-hot Encoding Categorical Data.mp4

11 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/5. Label Encoding and One-hot Encoding Categorical Data.vtt

6.7 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/6. Linear Regression and the Dummy Trap.mp4

12 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/6. Linear Regression and the Dummy Trap.vtt

7.3 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/7. Module Summary.mp4

1.5 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/7. Module Summary.vtt

1.7 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/01. Module Overview.mp4

1.6 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/01. Module Overview.vtt

1.8 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/02. Overview of Regression Models in scikit-learn.mp4

3.3 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/02. Overview of Regression Models in scikit-learn.vtt

3.4 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/03. Overfitting and Regularization.mp4

6.1 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/03. Overfitting and Regularization.vtt

6.7 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/04. Lasso, Ridge and Elastic Net Regression.mp4

7.4 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/04. Lasso, Ridge and Elastic Net Regression.vtt

8.1 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/05. Defining Helper Functions to Build and Train Models and Compare Results.mp4

11 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/05. Defining Helper Functions to Build and Train Models and Compare Results.vtt

8.8 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/06. Single Feature, Kitchen Sink, and Parsimonious Linear Regression.mp4

6.9 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/06. Single Feature, Kitchen Sink, and Parsimonious Linear Regression.vtt

5.7 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/07. Lasso Regression.mp4

6.4 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/07. Lasso Regression.vtt

4.4 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/08. Ridge Regression.mp4

4.1 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/08. Ridge Regression.vtt

2.7 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/09. Elastic Net Regression.mp4

14 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/09. Elastic Net Regression.vtt

8.7 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/10. Module Summary.mp4

1.8 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/10. Module Summary.vtt

2.0 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/01. Module Overview.mp4

2.0 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/01. Module Overview.vtt

2.0 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/02. Choosing Regression Algorithms.mp4

4.2 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/02. Choosing Regression Algorithms.vtt

4.1 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/03. Support Vector Regression.mp4

8.6 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/03. Support Vector Regression.vtt

7.9 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/04. Implementing Support Vector Regression.mp4

6.1 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/04. Implementing Support Vector Regression.vtt

3.6 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/05. Nearest Neighbors Regression.mp4

6.4 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/05. Nearest Neighbors Regression.vtt

6.3 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/06. Implementing K-nearest-neighbors Regression.mp4

4.4 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/06. Implementing K-nearest-neighbors Regression.vtt

2.6 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/07. Stochastic Gradient Descent Regression.mp4

4.3 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/07. Stochastic Gradient Descent Regression.vtt

4.2 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/08. Implementing Stochastic Gradient Descent Regression.mp4

4.5 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/08. Implementing Stochastic Gradient Descent Regression.vtt

3.1 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/09. Decision Tree Regression.mp4

6.4 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/09. Decision Tree Regression.vtt

6.6 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/10. Implementing Decision Tree Regression.mp4

3.1 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/10. Implementing Decision Tree Regression.vtt

1.9 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/11. Least Angle Regression.mp4

5.2 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/11. Least Angle Regression.vtt

5.1 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/12. Implementing Least Angle Regression.mp4

2.4 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/12. Implementing Least Angle Regression.vtt

1.7 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/13. Regression with Polynomial Relationships.mp4

2.5 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/13. Regression with Polynomial Relationships.vtt

2.9 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/14. Module Summary.mp4

2.1 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/14. Module Summary.vtt

2.2 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/1. Module Overview.mp4

1.5 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/1. Module Overview.vtt

1.7 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/2. Hyperparameter Tuning.mp4

5.3 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/2. Hyperparameter Tuning.vtt

5.4 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/3. Hyperparameter Tuning for Lasso Regression Using Grid Search.mp4

12 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/3. Hyperparameter Tuning for Lasso Regression Using Grid Search.vtt

8.2 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/4. Tuning Different Regression Models Using Grid Search.mp4

9.6 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/4. Tuning Different Regression Models Using Grid Search.vtt

6.8 kB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/5. Summary and Further Study.mp4

1.4 MB

A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/5. Summary and Further Study.vtt

1.8 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/exercise.7z

8.4 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/playlist.m3u

3.1 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/~i.txt

1.9 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4

2.7 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt

2.2 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/01. Module Overview.mp4

1.1 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/01. Module Overview.vtt

1.2 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/02. Prerequisites and Course Outline.mp4

1.8 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/02. Prerequisites and Course Outline.vtt

2.4 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/03. Supervised and Unsupervised Learning.mp4

7.0 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/03. Supervised and Unsupervised Learning.vtt

7.9 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/04. Clustering Objectives and Use Cases.mp4

14 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/04. Clustering Objectives and Use Cases.vtt

13 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/05. K-means Clustering.mp4

6.0 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/05. K-means Clustering.vtt

6.0 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/06. Evaluating Clustering Models.mp4

8.1 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/06. Evaluating Clustering Models.vtt

9.0 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/07. Getting Started with scikit-learn Install and Setup.mp4

5.7 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/07. Getting Started with scikit-learn Install and Setup.vtt

5.2 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/08. Performing K-means Clustering.mp4

11 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/08. Performing K-means Clustering.vtt

8.9 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/09. Evaluating K-means Clustering.mp4

18 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/09. Evaluating K-means Clustering.vtt

11 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/10. Exploring the Iris Dataset.mp4

6.7 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/10. Exploring the Iris Dataset.vtt

5.9 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/11. Performing K-means Clustering and Evaluation.mp4

11 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/11. Performing K-means Clustering and Evaluation.vtt

9.2 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/01. Module Overview.mp4

1.5 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/01. Module Overview.vtt

1.8 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/02. Categories of Clustering Algorithms.mp4

5.5 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/02. Categories of Clustering Algorithms.vtt

6.3 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/03. Setting up Helper Functions to Perform Clustering.mp4

5.8 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/03. Setting up Helper Functions to Perform Clustering.vtt

5.2 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/04. Choosing Clustering Algorithms.mp4

9.7 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/04. Choosing Clustering Algorithms.vtt

10 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/05. Hierarchical Clustering.mp4

8.1 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/05. Hierarchical Clustering.vtt

7.6 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/06. Agglomerative Clustering.mp4

7.2 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/06. Agglomerative Clustering.vtt

7.2 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/07. DBSCAN Clustering.mp4

7.6 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/07. DBSCAN Clustering.vtt

7.7 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/08. Mean-shift Clustering.mp4

10 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/08. Mean-shift Clustering.vtt

11 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/09. BIRCH Clustering.mp4

4.8 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/09. BIRCH Clustering.vtt

4.7 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/10. Affinilty Propagation Clustering.mp4

6.4 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/10. Affinilty Propagation Clustering.vtt

6.1 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/11. Mini-batch K-means Clustering.mp4

4.5 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/11. Mini-batch K-means Clustering.vtt

4.2 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/12. Spectral Clustering Using a Precomputed Matrix.mp4

12 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/12. Spectral Clustering Using a Precomputed Matrix.vtt

11 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/1. Module Overview.mp4

860 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/1. Module Overview.vtt

1.1 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/2. Understanding the Silhouette Score.mp4

4.1 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/2. Understanding the Silhouette Score.vtt

4.4 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/3. K-means Number of Clusters - The Elbow Method.mp4

5.6 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/3. K-means Number of Clusters - The Elbow Method.vtt

7.0 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/4. K-means Number of Clusters - The Silhouette Method.mp4

5.0 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/4. K-means Number of Clusters - The Silhouette Method.vtt

5.4 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/5. Seeds and Distance Measures.mp4

2.2 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/5. Seeds and Distance Measures.vtt

2.3 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/6. Hyperparameter Tuning - K-means Clustering.mp4

10 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/6. Hyperparameter Tuning - K-means Clustering.vtt

8.7 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/7. Hyperparameter Tuning - DBSCAN Clustering.mp4

11 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/7. Hyperparameter Tuning - DBSCAN Clustering.vtt

8.3 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/8. Hyperparameter Tuning - Mean-shift Clustering.mp4

2.7 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/8. Hyperparameter Tuning - Mean-shift Clustering.vtt

2.7 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/1. Module Overview.mp4

1.1 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/1. Module Overview.vtt

1.2 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/2. Images as Matrices.mp4

4.2 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/2. Images as Matrices.vtt

4.5 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/3. Exploring the MNIST Handwritten Digits Dataset.mp4

5.4 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/3. Exploring the MNIST Handwritten Digits Dataset.vtt

4.6 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/4. Clustering Image Data.mp4

8.8 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/4. Clustering Image Data.vtt

6.8 kB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/5. Summary and Further Study.mp4

1.6 MB

A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/5. Summary and Further Study.vtt

2.1 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/exercise.7z

92 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/playlist.m3u

3.7 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/~i.txt

2.1 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4

3.3 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt

3.0 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/1. Module Overview.mp4

1.6 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/1. Module Overview.vtt

1.9 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/2. Prerequisites and Course Outline.mp4

2.2 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/2. Prerequisites and Course Outline.vtt

2.9 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/3. Support for Neural Networks in scikit-learn.mp4

7.7 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/3. Support for Neural Networks in scikit-learn.vtt

7.4 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/4. Perceptrons and Neurons.mp4

11 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/4. Perceptrons and Neurons.vtt

10 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/5. Multi-layer Perceptrons and Neural Networks.mp4

4.9 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/5. Multi-layer Perceptrons and Neural Networks.vtt

4.0 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/6. Training a Neural Network.mp4

8.3 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/6. Training a Neural Network.vtt

7.7 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/7. Overfitting and Underfitting.mp4

4.1 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/7. Overfitting and Underfitting.vtt

4.4 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/8. Module Summary.mp4

1.8 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/8. Module Summary.vtt

2.3 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/1. Module Overview.mp4

1.6 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/1. Module Overview.vtt

1.5 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/2. Performing Regression Using Neural Networks.mp4

8.4 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/2. Performing Regression Using Neural Networks.vtt

8.6 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/3. Exploring and Preparing the Diet Dataset for Regressi.mp4

15 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/3. Exploring and Preparing the Diet Dataset for Regressi.vtt

12 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/4. Build and Train a Neural Network Using the MLPRegress.mp4

13 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/4. Build and Train a Neural Network Using the MLPRegress.vtt

9.9 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/5. Performing Classification Using Neural Networks.mp4

3.9 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/5. Performing Classification Using Neural Networks.vtt

3.9 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/6. Exploring and Preparing the Spine Dataset for Classif.mp4

9.2 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/6. Exploring and Preparing the Spine Dataset for Classif.vtt

6.5 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/7. Build and Train a Neural Network Using the MLPClassif.mp4

8.7 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/7. Build and Train a Neural Network Using the MLPClassif.vtt

6.9 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/8. Module Summary.mp4

1.8 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/8. Module Summary.vtt

2.0 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/1. Module Overview.mp4

1.7 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/1. Module Overview.vtt

1.8 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/2. Encoding Text in Numeric Form.mp4

7.4 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/2. Encoding Text in Numeric Form.vtt

7.8 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/3. Loading and Exploring the Newsgroup Dataset.mp4

4.9 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/3. Loading and Exploring the Newsgroup Dataset.vtt

3.8 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/4. Creating Feature Vectors from Text Data Using Tf-Idf.mp4

5.7 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/4. Creating Feature Vectors from Text Data Using Tf-Idf.vtt

4.6 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/5. Building and Training a Classification Model on Text .mp4

5.9 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/5. Building and Training a Classification Model on Text .vtt

4.5 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/6. Encoding Images in Numeric Form.mp4

4.0 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/6. Encoding Images in Numeric Form.vtt

4.2 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/7. Loading and Visualizing the Lego Bricks Image Dataset.mp4

9.4 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/7. Loading and Visualizing the Lego Bricks Image Dataset.vtt

6.6 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/8. Building and Training a Classification Model on Image.mp4

7.4 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/8. Building and Training a Classification Model on Image.vtt

5.8 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/9. Module Summary.mp4

1.8 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/9. Module Summary.vtt

2.1 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/1. Module Overview.mp4

2.1 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/1. Module Overview.vtt

2.3 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/2. Restricted Boltzmann Machines for Dimensiona.mp4

9.1 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/2. Restricted Boltzmann Machines for Dimensiona.vtt

9.4 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/3. A Brief History of Restricted Boltzmann Mach.mp4

6.2 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/3. A Brief History of Restricted Boltzmann Mach.vtt

5.6 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/4. Training a Classifier on All Features of the.mp4

12 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/4. Training a Classifier on All Features of the.vtt

9.6 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/5. Dimensionality Reduction Using Restricted Bo.mp4

12 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/5. Dimensionality Reduction Using Restricted Bo.vtt

7.4 kB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/6. Summary and Further Study.mp4

1.7 MB

B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/6. Summary and Further Study.vtt

2.0 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/exercise.7z

23 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/playlist.m3u

3.9 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/~i.txt

2.8 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4

4.2 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt

3.3 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/01. Module Overview.mp4

1.4 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/01. Module Overview.vtt

1.5 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/02. Prerequisites and Course Outline.mp4

2.2 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/02. Prerequisites and Course Outline.vtt

2.4 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/03. The Curse of Dimensionality.mp4

8.0 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/03. The Curse of Dimensionality.vtt

8.6 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/04. Overfitted Models and Data Sparsity.mp4

5.3 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/04. Overfitted Models and Data Sparsity.vtt

5.8 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/05. Exploring Techniques for Reducing Dimensions.mp4

4.9 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/05. Exploring Techniques for Reducing Dimensions.vtt

5.3 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/06. Demo - Exploring the Classification Dataset.mp4

12 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/06. Demo - Exploring the Classification Dataset.vtt

9.3 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/07. Demo - Performing Classification with All Features.mp4

4.9 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/07. Demo - Performing Classification with All Features.vtt

4.2 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/08. Demo - Exploring the Regression Dataset.mp4

10 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/08. Demo - Exploring the Regression Dataset.vtt

7.9 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/09. Demo - Performing Kitchen Sink Regression Using ML and Non-ML Techniques.mp4

7.1 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/09. Demo - Performing Kitchen Sink Regression Using ML and Non-ML Techniques.vtt

5.2 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/10. Feature Selection and Dictionary Learning.mp4

7.3 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/10. Feature Selection and Dictionary Learning.vtt

7.4 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/11. Demo - Using Univariate Linear Regression Tests to Select Features.mp4

10 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/11. Demo - Using Univariate Linear Regression Tests to Select Features.vtt

8.6 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/12. Demo - Defining Helper Functions to Build and Train Multiple Models with D.mp4

6.6 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/12. Demo - Defining Helper Functions to Build and Train Multiple Models with D.vtt

5.7 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/13. Demo - Finding the Best Value of K.mp4

7.5 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/13. Demo - Finding the Best Value of K.vtt

6.2 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/14. Demo - Using Mutual Information to Select Features.mp4

6.2 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/14. Demo - Using Mutual Information to Select Features.vtt

4.8 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/15. Demo - Dictionary Learning to Find Sparse Representations of Data.mp4

12 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/15. Demo - Dictionary Learning to Find Sparse Representations of Data.vtt

10 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/16. Summary.mp4

1.5 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/16. Summary.vtt

1.7 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/01. Module Overview.mp4

1.6 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/01. Module Overview.vtt

1.5 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/02. The Intuition Behind Principal Components Analysis.mp4

10 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/02. The Intuition Behind Principal Components Analysis.vtt

10 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/03. Demo - Implementing Principal Component Analysis.mp4

11 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/03. Demo - Implementing Principal Component Analysis.vtt

9.7 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/04. Demo - Building Regression Models with Principal Components.mp4

5.0 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/04. Demo - Building Regression Models with Principal Components.vtt

4.4 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/05. Factor Analysis Using Singular Value Decomposition.mp4

3.1 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/05. Factor Analysis Using Singular Value Decomposition.vtt

3.2 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/06. Demo - Implementing Factor Analysis.mp4

13 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/06. Demo - Implementing Factor Analysis.vtt

10 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/07. Linear Discriminant Analysis for Dimensionality Reduction.mp4

4.0 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/07. Linear Discriminant Analysis for Dimensionality Reduction.vtt

4.3 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/08. Demo - Observing Class Seperation Boundaries on the Iris Dataset.mp4

9.4 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/08. Demo - Observing Class Seperation Boundaries on the Iris Dataset.vtt

8.1 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/09. Demo - Linear Discriminant Analysis for Classification.mp4

6.9 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/09. Demo - Linear Discriminant Analysis for Classification.vtt

5.8 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/10. Summary.mp4

2.2 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/10. Summary.vtt

2.2 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/01. Module Overview.mp4

1.0 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/01. Module Overview.vtt

1.1 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/02. The Manifold Hypothesis and Manifold Learning.mp4

9.1 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/02. The Manifold Hypothesis and Manifold Learning.vtt

8.8 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/03. Demo - Generate S-curve Manifold and Setup Helper Functions.mp4

11 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/03. Demo - Generate S-curve Manifold and Setup Helper Functions.vtt

8.2 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/04. Demo - Metric and Non-metric Multi Dimensional Scaling.mp4

4.8 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/04. Demo - Metric and Non-metric Multi Dimensional Scaling.vtt

3.6 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/05. Demo - Manifold Learning Using Spectral Embedding TSNE and Isomap.mp4

7.0 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/05. Demo - Manifold Learning Using Spectral Embedding TSNE and Isomap.vtt

5.8 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/06. Demo - Manifold Learning with Locally Linear Embedding.mp4

4.9 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/06. Demo - Manifold Learning with Locally Linear Embedding.vtt

3.2 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/07. Demo - Preparing Images to Apply Manifold Learning for Dimensionality Reduction.mp4

7.8 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/07. Demo - Preparing Images to Apply Manifold Learning for Dimensionality Reduction.vtt

6.1 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/08. Demo - Manifold Learning with Handwritten Digits.mp4

8.5 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/08. Demo - Manifold Learning with Handwritten Digits.vtt

5.8 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/09. Demo - Preparing the Olivetti Faces Dataset for Manifold Learning.mp4

7.2 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/09. Demo - Preparing the Olivetti Faces Dataset for Manifold Learning.vtt

5.3 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/10. Demo - Manifold Learning on Olivetti Faces Dataset.mp4

5.5 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/10. Demo - Manifold Learning on Olivetti Faces Dataset.vtt

4.5 kB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/11. Summary and Further Study.mp4

2.0 MB

B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/11. Summary and Further Study.vtt

2.6 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/exercise.7z

2.0 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/playlist.m3u

3.5 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/~i.txt

1.8 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4

3.3 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt

2.9 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/01. Module Overview.mp4

1.8 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/01. Module Overview.vtt

1.8 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/02. Prerequisites and Course Outline.mp4

2.3 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/02. Prerequisites and Course Outline.vtt

2.8 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/03. A Quick Overview of Ensemble Learning.mp4

9.7 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/03. A Quick Overview of Ensemble Learning.vtt

10 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/04. Averaging and Boosting, Voting and Stacking.mp4

9.7 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/04. Averaging and Boosting, Voting and Stacking.vtt

10 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/05. Decision Trees in Ensemble Learning.mp4

5.2 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/05. Decision Trees in Ensemble Learning.vtt

5.3 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/06. Understanding Decision Trees.mp4

4.8 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/06. Understanding Decision Trees.vtt

5.0 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/07. Overfitted Models and Ensemble Learning.mp4

7.6 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/07. Overfitted Models and Ensemble Learning.vtt

8.3 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/08. Getting Started and Exploring the Environment.mp4

3.8 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/08. Getting Started and Exploring the Environment.vtt

3.3 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/09. Exploring the Classification Dataset.mp4

15 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/09. Exploring the Classification Dataset.vtt

10 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/10. Hard Voting.mp4

11 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/10. Hard Voting.vtt

7.7 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/11. Soft Voting.mp4

9.0 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/11. Soft Voting.vtt

6.2 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/12. Module Summary.mp4

1.9 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/12. Module Summary.vtt

2.1 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/01. Module Overview.mp4

2.2 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/01. Module Overview.vtt

2.3 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/02. Bagging and Pasting.mp4

8.0 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/02. Bagging and Pasting.vtt

7.9 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/03. Random Subspaces and Random Patches.mp4

4.1 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/03. Random Subspaces and Random Patches.vtt

3.8 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/04. Extra Trees.mp4

4.6 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/04. Extra Trees.vtt

4.6 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/05. Averaging vs. Boosting.mp4

3.3 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/05. Averaging vs. Boosting.vtt

3.3 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/06. Exploring the Regression Dataset.mp4

9.7 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/06. Exploring the Regression Dataset.vtt

6.0 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/07. Regression Using Bagging and Pasting.mp4

11 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/07. Regression Using Bagging and Pasting.vtt

7.2 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/08. Regression Using Random Subspaces.mp4

3.3 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/08. Regression Using Random Subspaces.vtt

2.2 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/09. Classification Using Bagging and Pasting.mp4

7.1 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/09. Classification Using Bagging and Pasting.vtt

5.2 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/10. Classification Using Random Patches.mp4

3.6 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/10. Classification Using Random Patches.vtt

2.3 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/11. Regression Using Random Forest.mp4

11 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/11. Regression Using Random Forest.vtt

7.4 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/12. Regression Using Extra Trees.mp4

3.8 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/12. Regression Using Extra Trees.vtt

2.4 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/13. Classification Using Random Forest and Extra Trees.mp4

7.2 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/13. Classification Using Random Forest and Extra Trees.vtt

5.0 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/14. Module Summary.mp4

1.8 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/14. Module Summary.vtt

2.0 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/1. Module Overview.mp4

2.0 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/1. Module Overview.vtt

2.1 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/2. Adaptive Boosting (AdaBoost).mp4

4.7 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/2. Adaptive Boosting (AdaBoost).vtt

4.7 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/3. Regression Using AdaBoost.mp4

12 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/3. Regression Using AdaBoost.vtt

7.6 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/4. Classification Using AdaBoost.mp4

8.9 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/4. Classification Using AdaBoost.vtt

5.0 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/5. Gradient Boosting.mp4

4.1 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/5. Gradient Boosting.vtt

4.2 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/6. Regression Using Gradient Boosting.mp4

11 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/6. Regression Using Gradient Boosting.vtt

8.4 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/7. Hyperparameter Tuning of the Gradient Boosting Regressor Using Grid Search.mp4

8.4 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/7. Hyperparameter Tuning of the Gradient Boosting Regressor Using Grid Search.vtt

6.3 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/8. Hyperparameter Tuning Using Warm Start and Early Stopping.mp4

10 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/8. Hyperparameter Tuning Using Warm Start and Early Stopping.vtt

6.4 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/9. Module Summary.mp4

1.6 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/9. Module Summary.vtt

1.8 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/1. Module Overview.mp4

1.4 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/1. Module Overview.vtt

1.5 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/2. Stacking.mp4

4.9 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/2. Stacking.vtt

5.2 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/3. Classification Using a Stacking Ensemble.mp4

12 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/3. Classification Using a Stacking Ensemble.vtt

9.2 kB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/4. Summary and Further Study.mp4

2.1 MB

B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/4. Summary and Further Study.vtt

2.6 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/exercise.7z

45 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/playlist.m3u

5.2 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/~i.txt

1.9 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4

3.2 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt

2.7 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/01. Version Check.mp4

581 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/01. Version Check.vtt

7 B

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/02. Module Overview.mp4

2.0 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/02. Module Overview.vtt

2.0 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/03. Prerequisites and Course Outline.mp4

2.3 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/03. Prerequisites and Course Outline.vtt

2.7 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/04. Scaling and Standardization.mp4

7.0 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/04. Scaling and Standardization.vtt

7.6 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/05. Normalization.mp4

4.3 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/05. Normalization.vtt

4.0 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/06. Transforming Data to Gaussian Distributions.mp4

2.5 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/06. Transforming Data to Gaussian Distributions.vtt

2.4 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/07. Calculating and Visualizing Summary Statistics.mp4

11 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/07. Calculating and Visualizing Summary Statistics.vtt

7.7 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/08. Using the Standard Scaler for Standardizing Numeric Features.mp4

12 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/08. Using the Standard Scaler for Standardizing Numeric Features.vtt

9.2 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/09. Using the Robust Scaler to Scale Numeric Features.mp4

7.2 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/09. Using the Robust Scaler to Scale Numeric Features.vtt

5.8 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/10. Normalization and Cosine Similarity.mp4

13 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/10. Normalization and Cosine Similarity.vtt

9.2 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/11. Transforming Bimodally Distributed Data to a Normal Distribution Using a Quantile Tra.mp4

9.9 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/11. Transforming Bimodally Distributed Data to a Normal Distribution Using a Quantile Tra.vtt

7.2 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/12. Reducing Dimensionality Using Factor Analysis.mp4

14 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/12. Reducing Dimensionality Using Factor Analysis.vtt

9.1 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/13. Module Summary.mp4

1.8 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/13. Module Summary.vtt

2.0 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/01. Module Overview.mp4

1.7 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/01. Module Overview.vtt

1.8 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/02. Outliers and Novelties.mp4

4.7 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/02. Outliers and Novelties.vtt

5.4 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/03. Detecting and Coping with Outlier Data.mp4

6.6 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/03. Detecting and Coping with Outlier Data.vtt

6.7 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/04. Local Outlier Factor.mp4

5.3 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/04. Local Outlier Factor.vtt

4.9 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/05. Elliptic Envelope.mp4

4.8 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/05. Elliptic Envelope.vtt

4.8 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/06. Isolation Forest.mp4

5.9 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/06. Isolation Forest.vtt

5.8 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/07. Outlier Detection Using Local Outlier Factor.mp4

16 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/07. Outlier Detection Using Local Outlier Factor.vtt

10 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/08. Outlier Detection Using Isolation Forest.mp4

12 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/08. Outlier Detection Using Isolation Forest.vtt

7.3 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/09. Outlier Detection Using Elliptic Envelope.mp4

6.1 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/09. Outlier Detection Using Elliptic Envelope.vtt

3.8 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/10. Novelty Detection Using Local Outlier Factor.mp4

12 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/10. Novelty Detection Using Local Outlier Factor.vtt

8.1 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/11. Using the Predict Score Samples and Decision Function.mp4

7.0 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/11. Using the Predict Score Samples and Decision Function.vtt

4.0 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/12. Outlier Detection Using the Head Brain Dataset.mp4

9.6 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/12. Outlier Detection Using the Head Brain Dataset.vtt

5.6 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/13. Module Summary.mp4

1.7 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/13. Module Summary.vtt

1.9 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/01. Module Overview.mp4

1.7 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/01. Module Overview.vtt

1.6 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/02. Representing Text Data in Numeric Form.mp4

7.6 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/02. Representing Text Data in Numeric Form.vtt

7.8 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/03. Bag-of-words and Bag-of-n-grams Models.mp4

3.8 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/03. Bag-of-words and Bag-of-n-grams Models.vtt

4.0 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/04. Vectorize Text Using the Bag-of-words Model.mp4

12 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/04. Vectorize Text Using the Bag-of-words Model.vtt

7.2 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/05. Vectorize Text Using the Bag-of-n-grams Model.mp4

8.3 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/05. Vectorize Text Using the Bag-of-n-grams Model.vtt

4.4 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/06. Vectorize Text Using Tf-Idf Scores.mp4

6.7 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/06. Vectorize Text Using Tf-Idf Scores.vtt

3.6 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/07. Hashing for Dimensionality Reduction.mp4

4.9 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/07. Hashing for Dimensionality Reduction.vtt

4.6 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/08. Reducing Dimensions Using the Hashing Vectorizer.mp4

6.6 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/08. Reducing Dimensions Using the Hashing Vectorizer.vtt

4.3 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/09. Performing Feature Extraction on a Python Dictionary.mp4

4.7 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/09. Performing Feature Extraction on a Python Dictionary.vtt

3.2 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/10. Module Summary.mp4

1.9 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/10. Module Summary.vtt

1.9 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/1. Module Overview.mp4

1.6 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/1. Module Overview.vtt

1.5 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/2. Representing Images as Matrices.mp4

4.1 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/2. Representing Images as Matrices.vtt

4.1 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/3. Feature Extraction from Images.mp4

8.3 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/3. Feature Extraction from Images.vtt

8.6 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/4. Extracting Patches from Image Data.mp4

11 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/4. Extracting Patches from Image Data.vtt

6.2 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/5. Using Dictionary Learning to Denoise and Reconstruct Images.mp4

16 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/5. Using Dictionary Learning to Denoise and Reconstruct Images.vtt

9.5 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/6. Clustering Image Data Using a Pixel Connectivity Graph.mp4

16 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/6. Clustering Image Data Using a Pixel Connectivity Graph.vtt

9.9 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/7. Clustering Images Using a Gradient Connectivity Graph.mp4

14 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/7. Clustering Images Using a Gradient Connectivity Graph.vtt

8.7 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/8. Module Summary.mp4

1.9 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/8. Module Summary.vtt

1.8 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/1. Module Overview.mp4

2.0 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/1. Module Overview.vtt

2.2 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/2. Internal, Artificial, and External Datasets in Scikit Learn.mp4

3.7 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/2. Internal, Artificial, and External Datasets in Scikit Learn.vtt

4.3 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/3. Exploring Internal Datasets.mp4

19 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/3. Exploring Internal Datasets.vtt

10 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/4. Creating Artificial Datasets for Regression, Classification, Clustering, and Dimensionality Reduc.mp4

17 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/4. Creating Artificial Datasets for Regression, Classification, Clustering, and Dimensionality Reduc.vtt

12 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/5. Generating Manifold Data.mp4

16 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/5. Generating Manifold Data.vtt

11 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/6. Module Summary.mp4

1.6 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/6. Module Summary.vtt

1.7 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/1. Module Overview.mp4

1.6 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/1. Module Overview.vtt

1.6 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/2. Support Vector Classifiers and the Kernel Trick.mp4

5.8 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/2. Support Vector Classifiers and the Kernel Trick.vtt

6.2 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/3. Kernel Approximations.mp4

11 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/3. Kernel Approximations.vtt

10 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/4. Preparing Image Data.mp4

9.7 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/4. Preparing Image Data.vtt

6.9 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/5. Comparing Classifiers Trained Using Implicit and Explict Features.mp4

18 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/5. Comparing Classifiers Trained Using Implicit and Explict Features.vtt

11 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/6. Comparing Accuracy and Runtime for Different Sample Sizes.mp4

15 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/6. Comparing Accuracy and Runtime for Different Sample Sizes.vtt

9.4 kB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/7. Summary and Further Study.mp4

2.8 MB

C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/7. Summary and Further Study.vtt

2.9 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/exercise.7z

134 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/playlist.m3u

4.4 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/~i.txt

1.9 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4

3.5 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt

2.8 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/01. Version Check.mp4

542 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/01. Version Check.vtt

7 B

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/02. Module Overview.mp4

1.9 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/02. Module Overview.vtt

2.1 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/03. Prerequisites and Course Outline.mp4

2.1 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/03. Prerequisites and Course Outline.vtt

2.4 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/04. Dimensions of Scaling.mp4

2.8 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/04. Dimensions of Scaling.vtt

3.2 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/05. Measuring Performance in Scaling.mp4

9.4 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/05. Measuring Performance in Scaling.vtt

9.8 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/06. Influence of Number of Features.mp4

7.2 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/06. Influence of Number of Features.vtt

8.3 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/07. Influence of Feature Extraction Techniques.mp4

6.4 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/07. Influence of Feature Extraction Techniques.vtt

7.4 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/08. Influence of Feature Representation.mp4

4.4 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/08. Influence of Feature Representation.vtt

4.3 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/09. Demo - Helper Functions to Generate Datasets and Train Models.mp4

9.5 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/09. Demo - Helper Functions to Generate Datasets and Train Models.vtt

7.8 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/10. Demo - Measuring Training Latencies for Different Models.mp4

8.8 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/10. Demo - Measuring Training Latencies for Different Models.vtt

6.2 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/11. Module Summary.mp4

2.0 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/11. Module Summary.vtt

2.3 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/01. Module Overview.mp4

2.1 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/01. Module Overview.vtt

2.2 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/02. Demo - Measuring Bulk and Atomic Prediction Latencies for Different Models.mp4

15 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/02. Demo - Measuring Bulk and Atomic Prediction Latencies for Different Models.vtt

12 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/03. Demo - Influence of Number of Features on Bulk Prediction Latency.mp4

11 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/03. Demo - Influence of Number of Features on Bulk Prediction Latency.vtt

8.5 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/04. Optimizations to Improve Prediction Latency.mp4

10 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/04. Optimizations to Improve Prediction Latency.vtt

11 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/05. Optimizations to Improve Prediction Throughput.mp4

2.9 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/05. Optimizations to Improve Prediction Throughput.vtt

3.1 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/06. Demo - Observing the Influence of Model Complexity.mp4

17 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/06. Demo - Observing the Influence of Model Complexity.vtt

13 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/07. Demo - Using Optimized Libraries and Reducing Validation Overhead.mp4

6.1 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/07. Demo - Using Optimized Libraries and Reducing Validation Overhead.vtt

4.2 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/08. Demo - Training Models Using Dense and Sparse Input Representation.mp4

12 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/08. Demo - Training Models Using Dense and Sparse Input Representation.vtt

9.6 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/09. Demo - Prediction with Sparse Data and Memory Profiling.mp4

12 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/09. Demo - Prediction with Sparse Data and Memory Profiling.vtt

9.4 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/10. Module Summary.mp4

2.0 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/10. Module Summary.vtt

2.1 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/1. Module Overview.mp4

1.8 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/1. Module Overview.vtt

2.0 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/2. Streaming Data.mp4

5.5 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/2. Streaming Data.vtt

5.6 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/3. Incremental Learning for Large Datasets.mp4

11 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/3. Incremental Learning for Large Datasets.vtt

12 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/4. Demo - Preparing Text Data for out of Core Learning.mp4

12 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/4. Demo - Preparing Text Data for out of Core Learning.vtt

9.4 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/5. Demo - Using Partial Fit to Perform out of Core Learning.mp4

9.3 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/5. Demo - Using Partial Fit to Perform out of Core Learning.vtt

6.9 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/6. Demo - Visualizing Latencies and Accuracies.mp4

9.3 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/6. Demo - Visualizing Latencies and Accuracies.vtt

7.6 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/7. Demo - Using the Passive Aggressive, Perceptron, and BernoulliNB Classifiers.mp4

8.1 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/7. Demo - Using the Passive Aggressive, Perceptron, and BernoulliNB Classifiers.vtt

6.2 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/8. Module Summary.mp4

1.9 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/8. Module Summary.vtt

2.2 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/01. Module Overview.mp4

1.6 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/01. Module Overview.vtt

1.7 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/02. Parallelizing Computation Using Joblib.mp4

6.5 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/02. Parallelizing Computation Using Joblib.vtt

6.8 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/03. Demo - Introducing Joblib.mp4

7.9 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/03. Demo - Introducing Joblib.vtt

6.2 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/04. Demo - Running Concurrent Workers Using Joblib.mp4

8.9 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/04. Demo - Running Concurrent Workers Using Joblib.vtt

6.6 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/05. Demo - Cross Validation Using Concurrent Workers.mp4

6.8 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/05. Demo - Cross Validation Using Concurrent Workers.vtt

5.3 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/06. Demo - Integrating Joblib with Dask ML.mp4

7.4 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/06. Demo - Integrating Joblib with Dask ML.vtt

3.8 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/07. Demo - Grid Search with Concurrent Workers.mp4

5.9 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/07. Demo - Grid Search with Concurrent Workers.vtt

4.7 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/08. Demo - Preparing Data for Multi-label Classification.mp4

16 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/08. Demo - Preparing Data for Multi-label Classification.vtt

12 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/09. Demo - Performing Multi-label Classification.mp4

7.5 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/09. Demo - Performing Multi-label Classification.vtt

5.8 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/10. Module Summary.mp4

1.5 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/10. Module Summary.vtt

1.7 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/1. Module Overview.mp4

2.1 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/1. Module Overview.vtt

2.1 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/2. Integrating Apache Spark and scikit-learn.mp4

7.3 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/2. Integrating Apache Spark and scikit-learn.vtt

6.8 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/3. Demo - Working with Spark Using spark-sklearn.mp4

14 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/3. Demo - Working with Spark Using spark-sklearn.vtt

10 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/4. Demo - Working with Spark Using scikit-spark.mp4

8.6 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/4. Demo - Working with Spark Using scikit-spark.vtt

6.4 kB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/5. Summary and Further Study.mp4

2.4 MB

C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/5. Summary and Further Study.vtt

2.8 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/exercise.7z

1.0 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/playlist.m3u

1.5 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/~i.txt

1.6 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/1. Course Overview/1. Course Overview.mp4

2.8 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/1. Course Overview/1. Course Overview.vtt

2.4 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/2. What Is Model Evaluation and Selection/1. Model Evaluation and Selection.mp4

20 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/2. What Is Model Evaluation and Selection/1. Model Evaluation and Selection.vtt

13 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/1. Introduction.mp4

1.1 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/1. Introduction.vtt

1.2 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/2. Classification Model Refresher.mp4

1.6 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/2. Classification Model Refresher.vtt

1.8 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/3. Confusion Matrix.mp4

2.9 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/3. Confusion Matrix.vtt

3.1 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/4. Accuracy, Precision, Recall, and F1 Score.mp4

5.4 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/4. Accuracy, Precision, Recall, and F1 Score.vtt

4.9 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/5. Choosing the Right Metric.mp4

7.2 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/5. Choosing the Right Metric.vtt

6.5 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/6. ROC Curves and AUC.mp4

6.2 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/6. ROC Curves and AUC.vtt

5.1 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/7. Demo.mp4

20 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/7. Demo.vtt

12 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/1. Introduction.mp4

885 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/1. Introduction.vtt

881 B

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/2. Regression Model Refresher.mp4

2.0 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/2. Regression Model Refresher.vtt

2.3 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/3. Mean Square Error and Root Mean Square Error.mp4

4.4 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/3. Mean Square Error and Root Mean Square Error.vtt

5.3 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/4. Mean Absolute Error.mp4

1.5 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/4. Mean Absolute Error.vtt

1.6 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/5. R-squared and Adjusted R-squared.mp4

7.5 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/5. R-squared and Adjusted R-squared.vtt

8.3 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/6. Choosing the Right Metric.mp4

3.1 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/6. Choosing the Right Metric.vtt

3.6 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/7. Demo.mp4

8.8 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/7. Demo.vtt

6.3 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/8. Summary.mp4

800 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/8. Summary.vtt

1.1 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/5. Model Selection Techniques/1. Model Selection Techniques.mp4

26 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/5. Model Selection Techniques/1. Model Selection Techniques.vtt

24 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/1. Revisiting the Data Scientists Dilemma.mp4

2.8 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/1. Revisiting the Data Scientists Dilemma.vtt

3.1 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/2. Model Evaluation Methods.mp4

2.7 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/2. Model Evaluation Methods.vtt

3.0 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/3. Model Selection Techniques.mp4

2.3 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/3. Model Selection Techniques.vtt

2.6 kB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/4. Demo - Using the Patient Dataset.mp4

9.9 MB

C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/4. Demo - Using the Patient Dataset.vtt

5.8 kB