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Udemy - Machine Learning & Data Science The Complete Visual Guide (6.2025)

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File Name
Size
01. Getting Started/1. Course Structure & Outline.mp4
16 MB
01. Getting Started/1. Course Structure & Outline.vtt
2.9 kB
01. Getting Started/2. READ ME Important Notes for New Students.html
4.8 kB
01. Getting Started/3. DOWNLOAD Course Resources.html
578 B
01. Getting Started/3. Maven_ML_Demos.xlsx
4.5 MB
01. Getting Started/3. Maven_ML_Demos_COMPLETE.xlsx
4.4 MB
01. Getting Started/3. Visual Guide to Machine Learning.pdf
16 MB
01. Getting Started/4. Setting Expectations.mp4
4.3 MB
01. Getting Started/4. Setting Expectations.vtt
3.6 kB
02. Intro to the ML Landscape/1. Intro to Machine Learning.mp4
4.4 MB
02. Intro to the ML Landscape/1. Intro to Machine Learning.vtt
1.3 kB
02. Intro to the ML Landscape/2. When is ML the right fit.mp4
6.0 MB
02. Intro to the ML Landscape/2. When is ML the right fit.vtt
1.5 kB
02. Intro to the ML Landscape/3. The Machine Learning Process.mp4
5.4 MB
02. Intro to the ML Landscape/3. The Machine Learning Process.vtt
3.4 kB
02. Intro to the ML Landscape/4. The Machine Learning Landscape.mp4
3.5 MB
02. Intro to the ML Landscape/4. The Machine Learning Landscape.vtt
2.7 kB
03. PART 1 QA & Data Profiling/1. Part 1 QA & Data Profiling.mp4
4.0 MB
03. PART 1 QA & Data Profiling/1. Part 1 QA & Data Profiling.vtt
2.9 kB
04. Preliminary Data QA/1. Introduction.mp4
5.7 MB
04. Preliminary Data QA/1. Introduction.vtt
3.7 kB
04. Preliminary Data QA/10. BEST PRACTICES Preliminary QA.mp4
3.0 MB
04. Preliminary Data QA/10. BEST PRACTICES Preliminary QA.vtt
1.9 kB
04. Preliminary Data QA/11.1 QUIZ Preliminary Data QA.html
26 kB
04. Preliminary Data QA/2. Why QA.mp4
3.1 MB
04. Preliminary Data QA/2. Why QA.vtt
3.1 kB
04. Preliminary Data QA/3. Variable Types.mp4
5.9 MB
04. Preliminary Data QA/3. Variable Types.vtt
4.0 kB
04. Preliminary Data QA/4. Empty Values.mp4
8.2 MB
04. Preliminary Data QA/4. Empty Values.vtt
5.5 kB
04. Preliminary Data QA/5. Range Calculations.mp4
3.5 MB
04. Preliminary Data QA/5. Range Calculations.vtt
2.5 kB
04. Preliminary Data QA/6. Count Calculations.mp4
3.8 MB
04. Preliminary Data QA/6. Count Calculations.vtt
2.5 kB
04. Preliminary Data QA/7. Left & Right Censored Data.mp4
4.9 MB
04. Preliminary Data QA/7. Left & Right Censored Data.vtt
3.1 kB
04. Preliminary Data QA/8. Table Structure.mp4
5.3 MB
04. Preliminary Data QA/8. Table Structure.vtt
3.2 kB
04. Preliminary Data QA/9. CASE STUDY Preliminary QA.mp4
153 MB
04. Preliminary Data QA/9. CASE STUDY Preliminary QA.vtt
16 kB
05. Univariate Profiling/1. Introduction.mp4
4.5 MB
05. Univariate Profiling/1. Introduction.vtt
3.2 kB
05. Univariate Profiling/10. CASE STUDY Normal Distribution.mp4
46 MB
05. Univariate Profiling/10. CASE STUDY Normal Distribution.vtt
5.7 kB
05. Univariate Profiling/11. Univariate Data Profiling.mp4
3.4 MB
05. Univariate Profiling/11. Univariate Data Profiling.vtt
2.4 kB
05. Univariate Profiling/12. Mode.mp4
5.7 MB
05. Univariate Profiling/12. Mode.vtt
3.8 kB
05. Univariate Profiling/13. Mean.mp4
3.9 MB
05. Univariate Profiling/13. Mean.vtt
2.4 kB
05. Univariate Profiling/14. Median.mp4
2.7 MB
05. Univariate Profiling/14. Median.vtt
1.6 kB
05. Univariate Profiling/15. Percentile.mp4
3.0 MB
05. Univariate Profiling/15. Percentile.vtt
1.9 kB
05. Univariate Profiling/16. Variance.mp4
5.8 MB
05. Univariate Profiling/16. Variance.vtt
4.2 kB
05. Univariate Profiling/17. Standard Deviation.mp4
2.8 MB
05. Univariate Profiling/17. Standard Deviation.vtt
1.7 kB
05. Univariate Profiling/18. Skewness.mp4
2.8 MB
05. Univariate Profiling/18. Skewness.vtt
2.1 kB
05. Univariate Profiling/19. BEST PRACTICES Univariate Profiling.mp4
3.7 MB
05. Univariate Profiling/19. BEST PRACTICES Univariate Profiling.vtt
2.5 kB
05. Univariate Profiling/2. Categorical Variables.mp4
3.6 MB
05. Univariate Profiling/2. Categorical Variables.vtt
2.1 kB
05. Univariate Profiling/20.2 QUIZ Univariate Profiling.html
31 kB
05. Univariate Profiling/3. Discretization.mp4
3.8 MB
05. Univariate Profiling/3. Discretization.vtt
2.2 kB
05. Univariate Profiling/4. Nominal vs. Ordinal.mp4
4.8 MB
05. Univariate Profiling/4. Nominal vs. Ordinal.vtt
3.4 kB
05. Univariate Profiling/5. Categorical Distributions.mp4
7.5 MB
05. Univariate Profiling/5. Categorical Distributions.vtt
4.6 kB
05. Univariate Profiling/6. Numerical Variables.mp4
3.8 MB
05. Univariate Profiling/6. Numerical Variables.vtt
2.4 kB
05. Univariate Profiling/7. Histograms & Kernel Densities.mp4
11 MB
05. Univariate Profiling/7. Histograms & Kernel Densities.vtt
6.9 kB
05. Univariate Profiling/8. CASE STUDY Histograms.mp4
24 MB
05. Univariate Profiling/8. CASE STUDY Histograms.vtt
5.7 kB
05. Univariate Profiling/9. Normal Distribution.mp4
5.1 MB
05. Univariate Profiling/9. Normal Distribution.vtt
4.3 kB
06. Multivariate Profiling/1. Introduction.mp4
17 MB
06. Multivariate Profiling/1. Introduction.vtt
4.4 kB
06. Multivariate Profiling/10. Correlation.mp4
7.0 MB
06. Multivariate Profiling/10. Correlation.vtt
4.1 kB
06. Multivariate Profiling/11. Correlation vs. Causation.mp4
4.4 MB
06. Multivariate Profiling/11. Correlation vs. Causation.vtt
2.6 kB
06. Multivariate Profiling/12. Visualizing Third Dimension.mp4
5.4 MB
06. Multivariate Profiling/12. Visualizing Third Dimension.vtt
2.8 kB
06. Multivariate Profiling/13. CASE STUDY Correlation.mp4
36 MB
06. Multivariate Profiling/13. CASE STUDY Correlation.vtt
6.4 kB
06. Multivariate Profiling/14. BEST PRACTICES Multivariate Profiling.mp4
3.2 MB
06. Multivariate Profiling/14. BEST PRACTICES Multivariate Profiling.vtt
1.8 kB
06. Multivariate Profiling/15.3 QUIZ Multivariate Profiling.html
25 kB
06. Multivariate Profiling/16. Looking Ahead to Part 2.mp4
3.3 MB
06. Multivariate Profiling/16. Looking Ahead to Part 2.vtt
1.4 kB
06. Multivariate Profiling/2. Categorical-Categorical.mp4
7.4 MB
06. Multivariate Profiling/2. Categorical-Categorical.vtt
4.1 kB
06. Multivariate Profiling/3. CASE STUDY Heat Maps.mp4
30 MB
06. Multivariate Profiling/3. CASE STUDY Heat Maps.vtt
6.0 kB
06. Multivariate Profiling/4. Categorical-Numerical.mp4
5.3 MB
06. Multivariate Profiling/4. Categorical-Numerical.vtt
2.6 kB
06. Multivariate Profiling/5. Multivariate Kernel Densities.mp4
6.1 MB
06. Multivariate Profiling/5. Multivariate Kernel Densities.vtt
3.6 kB
06. Multivariate Profiling/6. Violin Plots.mp4
3.4 MB
06. Multivariate Profiling/6. Violin Plots.vtt
2.1 kB
06. Multivariate Profiling/7. Box Plots.mp4
2.8 MB
06. Multivariate Profiling/7. Box Plots.vtt
1.7 kB
06. Multivariate Profiling/8. Limitations of Categorical Distributions.mp4
5.2 MB
06. Multivariate Profiling/8. Limitations of Categorical Distributions.vtt
2.8 kB
06. Multivariate Profiling/9. Numerical-Numerical.mp4
3.5 MB
06. Multivariate Profiling/9. Numerical-Numerical.vtt
2.2 kB
07. PART 2 Classification Modeling/1. Part 2 Classification Modeling.mp4
4.2 MB
07. PART 2 Classification Modeling/1. Part 2 Classification Modeling.vtt
2.8 kB
08. Intro to Classification/1. Supervised vs. Unsupervised Learning.mp4
8.9 MB
08. Intro to Classification/1. Supervised vs. Unsupervised Learning.vtt
2.5 kB
08. Intro to Classification/2. Classification vs. Regression.mp4
3.8 MB
08. Intro to Classification/2. Classification vs. Regression.vtt
2.8 kB
08. Intro to Classification/3. RECAP Key Concepts.mp4
7.0 MB
08. Intro to Classification/3. RECAP Key Concepts.vtt
4.5 kB
08. Intro to Classification/4. Classification 101.mp4
8.0 MB
08. Intro to Classification/4. Classification 101.vtt
5.1 kB
08. Intro to Classification/5. Classification Workflow.mp4
5.9 MB
08. Intro to Classification/5. Classification Workflow.vtt
4.3 kB
08. Intro to Classification/6. Feature Engineering.mp4
7.5 MB
08. Intro to Classification/6. Feature Engineering.vtt
4.5 kB
08. Intro to Classification/7. Data Splitting.mp4
3.6 MB
08. Intro to Classification/7. Data Splitting.vtt
2.1 kB
08. Intro to Classification/8. Overfitting.mp4
7.7 MB
08. Intro to Classification/8. Overfitting.vtt
4.8 kB
08. Intro to Classification/9.4 Intro to Classification.html
25 kB
09. Classification Models/1. Common Classification Models.mp4
2.6 MB
09. Classification Models/1. Common Classification Models.vtt
1.6 kB
09. Classification Models/10. Decision Trees Entropy 101.mp4
5.7 MB
09. Classification Models/10. Decision Trees Entropy 101.vtt
3.4 kB
09. Classification Models/11. Entropy & Information Gain.mp4
9.3 MB
09. Classification Models/11. Entropy & Information Gain.vtt
5.6 kB
09. Classification Models/12. Decision Tree Examples.mp4
10 MB
09. Classification Models/12. Decision Tree Examples.vtt
6.5 kB
09. Classification Models/13. Random Forests.mp4
3.2 MB
09. Classification Models/13. Random Forests.vtt
1.5 kB
09. Classification Models/14. CASE STUDY Decision Trees.mp4
39 MB
09. Classification Models/14. CASE STUDY Decision Trees.vtt
10 kB
09. Classification Models/15. Intro to Logistic Regression.mp4
4.4 MB
09. Classification Models/15. Intro to Logistic Regression.vtt
2.3 kB
09. Classification Models/16. Logistic Regression Example.mp4
5.1 MB
09. Classification Models/16. Logistic Regression Example.vtt
3.1 kB
09. Classification Models/17. False Positives vs. False Negatives.mp4
6.9 MB
09. Classification Models/17. False Positives vs. False Negatives.vtt
3.6 kB
09. Classification Models/18. Logistic Regression Equation.mp4
3.6 MB
09. Classification Models/18. Logistic Regression Equation.vtt
2.4 kB
09. Classification Models/19. The Likelihood Function.mp4
10 MB
09. Classification Models/19. The Likelihood Function.vtt
4.5 kB
09. Classification Models/2. Intro to K-Nearest Neighbors (KNN).mp4
2.3 MB
09. Classification Models/2. Intro to K-Nearest Neighbors (KNN).vtt
1.5 kB
09. Classification Models/20. Multivariate Logistic Regression.mp4
5.8 MB
09. Classification Models/20. Multivariate Logistic Regression.vtt
3.1 kB
09. Classification Models/21. CASE STUDY Logistic Regression.mp4
39 MB
09. Classification Models/21. CASE STUDY Logistic Regression.vtt
9.6 kB
09. Classification Models/22. Intro to Sentiment Analysis.mp4
5.1 MB
09. Classification Models/22. Intro to Sentiment Analysis.vtt
2.5 kB
09. Classification Models/23. Cleaning Text Data.mp4
4.2 MB
09. Classification Models/23. Cleaning Text Data.vtt
2.3 kB
09. Classification Models/24. Bag of Words Analysis.mp4
9.3 MB
09. Classification Models/24. Bag of Words Analysis.vtt
5.4 kB
09. Classification Models/25. CASE STUDY Sentiment Analysis.mp4
39 MB
09. Classification Models/25. CASE STUDY Sentiment Analysis.vtt
8.0 kB
09. Classification Models/26.5 Classification Models.html
34 kB
09. Classification Models/3. KNN Examples.mp4
8.4 MB
09. Classification Models/3. KNN Examples.vtt
5.6 kB
09. Classification Models/4. CASE STUDY KNN.mp4
78 MB
09. Classification Models/4. CASE STUDY KNN.vtt
12 kB
09. Classification Models/5. Intro to Naïve Bayes.mp4
3.3 MB
09. Classification Models/5. Intro to Naïve Bayes.vtt
2.1 kB
09. Classification Models/6. Naïve Bayes Frequency Tables.mp4
4.1 MB
09. Classification Models/6. Naïve Bayes Frequency Tables.vtt
3.0 kB
09. Classification Models/7. Naïve Bayes Conditional Probability.mp4
11 MB
09. Classification Models/7. Naïve Bayes Conditional Probability.vtt
6.6 kB
09. Classification Models/8. CASE STUDY Naïve Bayes.mp4
22 MB
09. Classification Models/8. CASE STUDY Naïve Bayes.vtt
9.4 kB
09. Classification Models/9. Intro to Decision Trees.mp4
4.1 MB
09. Classification Models/9. Intro to Decision Trees.vtt
2.3 kB
10. Model Selection & Tuning/1. Intro to Selection & Tuning.mp4
1.9 MB
10. Model Selection & Tuning/1. Intro to Selection & Tuning.vtt
1.2 kB
10. Model Selection & Tuning/10.6 Model Selection & Tuning.html
23 kB
10. Model Selection & Tuning/11. Looking ahead to Part 3.mp4
1.3 MB
10. Model Selection & Tuning/11. Looking ahead to Part 3.vtt
735 B
10. Model Selection & Tuning/2. Hyperparameters.mp4
6.5 MB
10. Model Selection & Tuning/2. Hyperparameters.vtt
4.3 kB
10. Model Selection & Tuning/3. Imbalanced Classes.mp4
7.1 MB
10. Model Selection & Tuning/3. Imbalanced Classes.vtt
4.3 kB
10. Model Selection & Tuning/4. Confusion Matrix.mp4
4.7 MB
10. Model Selection & Tuning/4. Confusion Matrix.vtt
2.8 kB
10. Model Selection & Tuning/5. Accuracy, Precision & Recall.mp4
4.9 MB
10. Model Selection & Tuning/5. Accuracy, Precision & Recall.vtt
3.1 kB
10. Model Selection & Tuning/6. Multi-class Confusion Matrix.mp4
4.7 MB
10. Model Selection & Tuning/6. Multi-class Confusion Matrix.vtt
2.8 kB
10. Model Selection & Tuning/7. Multi-class Scoring.mp4
9.3 MB
10. Model Selection & Tuning/7. Multi-class Scoring.vtt
5.2 kB
10. Model Selection & Tuning/8. Model Selection.mp4
3.8 MB
10. Model Selection & Tuning/8. Model Selection.vtt
2.2 kB
10. Model Selection & Tuning/9. Model Drift.mp4
2.1 MB
10. Model Selection & Tuning/9. Model Drift.vtt
1.5 kB
11. PART 3 Regression & Forecasting/1. Part 3 Regression & Forecasting.mp4
1.2 MB
11. PART 3 Regression & Forecasting/1. Part 3 Regression & Forecasting.vtt
636 B
12. Intro to Regression/1. Supervised vs. Unsupervised Learning.mp4
4.4 MB
12. Intro to Regression/1. Supervised vs. Unsupervised Learning.vtt
3.1 kB
12. Intro to Regression/2. RECAP Key Concepts.mp4
5.6 MB
12. Intro to Regression/2. RECAP Key Concepts.vtt
3.4 kB
12. Intro to Regression/3. Regression 101.mp4
6.1 MB
12. Intro to Regression/3. Regression 101.vtt
3.5 kB
12. Intro to Regression/4. Feature Engineering for Regression.mp4
6.3 MB
12. Intro to Regression/4. Feature Engineering for Regression.vtt
3.5 kB
12. Intro to Regression/5. Prediction vs. Root-Cause Analysis.mp4
2.4 MB
12. Intro to Regression/5. Prediction vs. Root-Cause Analysis.vtt
1.6 kB
12. Intro to Regression/6.7 QUIZ Intro to Regression.html
23 kB
13. Regression Modeling 101/1. Intro to Regression Modeling.mp4
2.3 MB
13. Regression Modeling 101/1. Intro to Regression Modeling.vtt
1.5 kB
13. Regression Modeling 101/2. Linear Relationships.mp4
12 MB
13. Regression Modeling 101/2. Linear Relationships.vtt
4.7 kB
13. Regression Modeling 101/3. Least Squared Error.mp4
28 MB
13. Regression Modeling 101/3. Least Squared Error.vtt
6.1 kB
13. Regression Modeling 101/4. Univariate Linear Regression.mp4
3.1 MB
13. Regression Modeling 101/4. Univariate Linear Regression.vtt
1.8 kB
13. Regression Modeling 101/5. CASE STUDY Univariate Linear Regression.mp4
29 MB
13. Regression Modeling 101/5. CASE STUDY Univariate Linear Regression.vtt
11 kB
13. Regression Modeling 101/6. Multiple Linear Regression.mp4
19 MB
13. Regression Modeling 101/6. Multiple Linear Regression.vtt
7.2 kB
13. Regression Modeling 101/7. Non-Linear Regression.mp4
8.0 MB
13. Regression Modeling 101/7. Non-Linear Regression.vtt
4.4 kB
13. Regression Modeling 101/8. CASE STUDY Non-Linear Regression.mp4
83 MB
13. Regression Modeling 101/8. CASE STUDY Non-Linear Regression.vtt
11 kB
13. Regression Modeling 101/9.8 QUIZ Regression Modeling.html
22 kB
14. Model Diagnostics/1. Intro to Model Diagnostics.mp4
3.6 MB
14. Model Diagnostics/1. Intro to Model Diagnostics.vtt
2.4 kB
14. Model Diagnostics/10. Variance Inflation Factor.mp4
7.9 MB
14. Model Diagnostics/10. Variance Inflation Factor.vtt
4.2 kB
14. Model Diagnostics/11. RECAP Sample Model Output.mp4
10 MB
14. Model Diagnostics/11. RECAP Sample Model Output.vtt
5.0 kB
14. Model Diagnostics/12.9 QUIZ Model Diagnostics.html
24 kB
14. Model Diagnostics/2. Sample Model Output.mp4
2.4 MB
14. Model Diagnostics/2. Sample Model Output.vtt
1.0 kB
14. Model Diagnostics/3. R-Squared.mp4
10 MB
14. Model Diagnostics/3. R-Squared.vtt
6.4 kB
14. Model Diagnostics/4. Mean Error Metrics (MSE, MAE, MAPE).mp4
13 MB
14. Model Diagnostics/4. Mean Error Metrics (MSE, MAE, MAPE).vtt
7.5 kB
14. Model Diagnostics/5. Homoskedasticity.mp4
5.4 MB
14. Model Diagnostics/5. Homoskedasticity.vtt
2.6 kB
14. Model Diagnostics/6. Null Hypothesis.mp4
2.5 MB
14. Model Diagnostics/6. Null Hypothesis.vtt
1.5 kB
14. Model Diagnostics/7. F-Significance.mp4
6.9 MB
14. Model Diagnostics/7. F-Significance.vtt
2.4 kB
14. Model Diagnostics/8. T-Values & P-Values.mp4
9.2 MB
14. Model Diagnostics/8. T-Values & P-Values.vtt
3.9 kB
14. Model Diagnostics/9. Multicollinearity.mp4
3.3 MB
14. Model Diagnostics/9. Multicollinearity.vtt
2.1 kB
15. Time-Series Forecasting/1. Intro to Forecasting.mp4
4.7 MB
15. Time-Series Forecasting/1. Intro to Forecasting.vtt
2.8 kB
15. Time-Series Forecasting/10. CASE STUDY Smoothing.mp4
24 MB
15. Time-Series Forecasting/10. CASE STUDY Smoothing.vtt
6.8 kB
15. Time-Series Forecasting/11. Non-Linear Trends.mp4
3.4 MB
15. Time-Series Forecasting/11. Non-Linear Trends.vtt
1.9 kB
15. Time-Series Forecasting/12. CASE STUDY Non-Linear Trend.mp4
18 MB
15. Time-Series Forecasting/12. CASE STUDY Non-Linear Trend.vtt
7.3 kB
15. Time-Series Forecasting/13. Intervention Analysis.mp4
6.7 MB
15. Time-Series Forecasting/13. Intervention Analysis.vtt
3.4 kB
15. Time-Series Forecasting/14. CASE STUDY Intervention Analysis.mp4
59 MB
15. Time-Series Forecasting/14. CASE STUDY Intervention Analysis.vtt
9.9 kB
15. Time-Series Forecasting/15.10 QUIZ Time-Series Forecasting.html
22 kB
15. Time-Series Forecasting/16. Looking Ahead to Part 4.mp4
1.6 MB
15. Time-Series Forecasting/16. Looking Ahead to Part 4.vtt
1.1 kB
15. Time-Series Forecasting/2. Seasonality.mp4
3.5 MB
15. Time-Series Forecasting/2. Seasonality.vtt
2.2 kB
15. Time-Series Forecasting/3. Auto Correlation Function.mp4
5.1 MB
15. Time-Series Forecasting/3. Auto Correlation Function.vtt
2.7 kB
15. Time-Series Forecasting/4. CASE STUDY Seasonality with ACF.mp4
17 MB
15. Time-Series Forecasting/4. CASE STUDY Seasonality with ACF.vtt
4.9 kB
15. Time-Series Forecasting/5. One-Hot Encoding.mp4
4.8 MB
15. Time-Series Forecasting/5. One-Hot Encoding.vtt
2.6 kB
15. Time-Series Forecasting/6. CASE STUDY Seasonality with One-Hot Encoding.mp4
67 MB
15. Time-Series Forecasting/6. CASE STUDY Seasonality with One-Hot Encoding.vtt
9.5 kB
15. Time-Series Forecasting/7. Linear Trending.mp4
5.3 MB
15. Time-Series Forecasting/7. Linear Trending.vtt
3.3 kB
15. Time-Series Forecasting/8. CASE STUDY Seasonality with Linear Trend.mp4
60 MB
15. Time-Series Forecasting/8. CASE STUDY Seasonality with Linear Trend.vtt
11 kB
15. Time-Series Forecasting/9. Smoothing.mp4
4.1 MB
15. Time-Series Forecasting/9. Smoothing.vtt
2.3 kB
16. PART 4 Unsupervised Learning/1. Part 4 Unsupervised Learning.mp4
1.0 MB
16. PART 4 Unsupervised Learning/1. Part 4 Unsupervised Learning.vtt
396 B
17. Intro to Unsupervised ML/1. Supervised vs. Unsupervised Learning.mp4
4.3 MB
17. Intro to Unsupervised ML/1. Supervised vs. Unsupervised Learning.vtt
2.6 kB
17. Intro to Unsupervised ML/2. Common Unsupervised Techniques.mp4
3.2 MB
17. Intro to Unsupervised ML/2. Common Unsupervised Techniques.vtt
1.9 kB
17. Intro to Unsupervised ML/3. Unsupervised ML Workflow.mp4
4.0 MB
17. Intro to Unsupervised ML/3. Unsupervised ML Workflow.vtt
2.3 kB
17. Intro to Unsupervised ML/4. RECAP Feature Engineering.mp4
3.0 MB
17. Intro to Unsupervised ML/4. RECAP Feature Engineering.vtt
1.8 kB
17. Intro to Unsupervised ML/5. KEY TAKEAWAYS Intro to Unsupervised ML.mp4
2.7 MB
17. Intro to Unsupervised ML/5. KEY TAKEAWAYS Intro to Unsupervised ML.vtt
1.8 kB
17. Intro to Unsupervised ML/6.11 QUIZ Intro to Unsupervised ML.html
20 kB
18. Clustering & Segmentation/1. Introduction.mp4
2.0 MB
18. Clustering & Segmentation/1. Introduction.vtt
1.3 kB
18. Clustering & Segmentation/10. KEY TAKEAWAYS Clustering & Segmentation.mp4
3.3 MB
18. Clustering & Segmentation/10. KEY TAKEAWAYS Clustering & Segmentation.vtt
1.9 kB
18. Clustering & Segmentation/11.12 QUIZ Clustering & Segmentation.html
27 kB
18. Clustering & Segmentation/2. Clustering Basics.mp4
4.4 MB
18. Clustering & Segmentation/2. Clustering Basics.vtt
2.5 kB
18. Clustering & Segmentation/3. Intro to K-Means.mp4
16 MB
18. Clustering & Segmentation/3. Intro to K-Means.vtt
4.5 kB
18. Clustering & Segmentation/4. WSS & Elbow Plots.mp4
5.1 MB
18. Clustering & Segmentation/4. WSS & Elbow Plots.vtt
3.0 kB
18. Clustering & Segmentation/5. K-Means FAQs.mp4
3.0 MB
18. Clustering & Segmentation/5. K-Means FAQs.vtt
1.6 kB
18. Clustering & Segmentation/6. CASE STUDY K-Means.mp4
92 MB
18. Clustering & Segmentation/6. CASE STUDY K-Means.vtt
15 kB
18. Clustering & Segmentation/7. Intro to Hierarchical Clustering.mp4
6.3 MB
18. Clustering & Segmentation/7. Intro to Hierarchical Clustering.vtt
4.2 kB
18. Clustering & Segmentation/8. Anatomy of a Dendrogram.mp4
4.2 MB
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18. Clustering & Segmentation/9. Hierarchical Clustering FAQs.mp4
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19. Association Mining & Basket Analysis/1. Introduction.mp4
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19. Association Mining & Basket Analysis/10. CASE STUDY Markov Chains.mp4
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19. Association Mining & Basket Analysis/10. CASE STUDY Markov Chains.vtt
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19. Association Mining & Basket Analysis/11. KEY TAKEAWAYS Association Mining.mp4
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19. Association Mining & Basket Analysis/11. KEY TAKEAWAYS Association Mining.vtt
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19. Association Mining & Basket Analysis/12.13 QUIZ Association Mining.html
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19. Association Mining & Basket Analysis/2. Association Mining Basics.mp4
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19. Association Mining & Basket Analysis/3. The Apriori Algorithm.mp4
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19. Association Mining & Basket Analysis/4. Basket Analysis Examples.mp4
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19. Association Mining & Basket Analysis/5. Minimum Support Thresholds.mp4
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19. Association Mining & Basket Analysis/6. Infrequent Itemsets.mp4
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19. Association Mining & Basket Analysis/8. CASE STUDY Apriori.mp4
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19. Association Mining & Basket Analysis/8. CASE STUDY Apriori.vtt
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19. Association Mining & Basket Analysis/9. Markov Chains.mp4
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20. Outlier Detection/1. Introduction.mp4
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20. Outlier Detection/1. Introduction.vtt
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20. Outlier Detection/2. Outlier Detection Basics.mp4
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20. Outlier Detection/3. Cross-Sectional Outliers.mp4
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20. Outlier Detection/5. CASE STUDY Cross-Sectional Outlier.mp4
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20. Outlier Detection/6. Time-Series Outliers.mp4
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20. Outlier Detection/7. Time-Series Outlier Example.mp4
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20. Outlier Detection/8. KEY TAKEAWAYS Outlier Detection.mp4
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20. Outlier Detection/8. KEY TAKEAWAYS Outlier Detection.vtt
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21. Dimensionality Reduction/1. Introduction.mp4
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22. Wrapping Up/1. Series Conclusion.mp4
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