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[GigaCourse.Com] Udemy - Machine Learning, Data Science and Generative AI with Python
- Date: 2025-02-06
- Size: 7.2 GB
- Files: 297
File Name
Size
0. Websites you may like/[CourseClub.Me].url
122 B
0. Websites you may like/[GigaCourse.Com].url
49 B
01 - Getting Started/001 Introduction.mp4
60 MB
01 - Getting Started/001 Introduction_en.srt
6.1 kB
01 - Getting Started/002 Udemy 101 Getting the Most From This Course.mp4
17 MB
01 - Getting Started/002 Udemy 101 Getting the Most From This Course_en.srt
4.9 kB
01 - Getting Started/003 Important note.html
575 B
01 - Getting Started/004 Installation Getting Started.html
1.2 kB
01 - Getting Started/005 [Activity] WINDOWS Installing and Using Anaconda & Course Materials.mp4
102 MB
01 - Getting Started/005 [Activity] WINDOWS Installing and Using Anaconda & Course Materials_en.srt
21 kB
01 - Getting Started/006 [Activity] MAC Installing and Using Anaconda & Course Materials.mp4
96 MB
01 - Getting Started/006 [Activity] MAC Installing and Using Anaconda & Course Materials_en.srt
17 kB
01 - Getting Started/007 [Activity] LINUX Installing and Using Anaconda & Course Materials.mp4
86 MB
01 - Getting Started/007 [Activity] LINUX Installing and Using Anaconda & Course Materials_en.srt
18 kB
01 - Getting Started/008 Python Basics, Part 1 [Optional].mp4
27 MB
01 - Getting Started/008 Python Basics, Part 1 [Optional]_en.srt
9.5 kB
01 - Getting Started/009 [Activity] Python Basics, Part 2 [Optional].mp4
21 MB
01 - Getting Started/009 [Activity] Python Basics, Part 2 [Optional]_en.srt
9.3 kB
01 - Getting Started/010 [Activity] Python Basics, Part 3 [Optional].mp4
5.1 MB
01 - Getting Started/010 [Activity] Python Basics, Part 3 [Optional]_en.srt
5.2 kB
01 - Getting Started/011 [Activity] Python Basics, Part 4 [Optional].mp4
8.2 MB
01 - Getting Started/011 [Activity] Python Basics, Part 4 [Optional]_en.srt
7.1 kB
01 - Getting Started/012 Introducing the Pandas Library [Optional].mp4
44 MB
01 - Getting Started/012 Introducing the Pandas Library [Optional]_en.srt
22 kB
02 - Statistics and Probability Refresher, and Python Practice/001 Types of Data (Numerical, Categorical, Ordinal).mp4
73 MB
02 - Statistics and Probability Refresher, and Python Practice/001 Types of Data (Numerical, Categorical, Ordinal)_en.srt
14 kB
02 - Statistics and Probability Refresher, and Python Practice/002 Mean, Median, Mode.mp4
16 MB
02 - Statistics and Probability Refresher, and Python Practice/002 Mean, Median, Mode_en.srt
12 kB
02 - Statistics and Probability Refresher, and Python Practice/003 [Activity] Using mean, median, and mode in Python.mp4
44 MB
02 - Statistics and Probability Refresher, and Python Practice/003 [Activity] Using mean, median, and mode in Python_en.srt
19 kB
02 - Statistics and Probability Refresher, and Python Practice/004 [Activity] Variation and Standard Deviation.mp4
103 MB
02 - Statistics and Probability Refresher, and Python Practice/004 [Activity] Variation and Standard Deviation_en.srt
23 kB
02 - Statistics and Probability Refresher, and Python Practice/005 Probability Density Function; Probability Mass Function.mp4
6.9 MB
02 - Statistics and Probability Refresher, and Python Practice/005 Probability Density Function; Probability Mass Function_en.srt
7.1 kB
02 - Statistics and Probability Refresher, and Python Practice/006 Common Data Distributions (Normal, Binomial, Poisson, etc).mp4
28 MB
02 - Statistics and Probability Refresher, and Python Practice/006 Common Data Distributions (Normal, Binomial, Poisson, etc)_en.srt
14 kB
02 - Statistics and Probability Refresher, and Python Practice/007 [Activity] Percentiles and Moments.mp4
43 MB
02 - Statistics and Probability Refresher, and Python Practice/007 [Activity] Percentiles and Moments_en.srt
27 kB
02 - Statistics and Probability Refresher, and Python Practice/008 [Activity] A Crash Course in matplotlib.mp4
79 MB
02 - Statistics and Probability Refresher, and Python Practice/008 [Activity] A Crash Course in matplotlib_en.srt
26 kB
02 - Statistics and Probability Refresher, and Python Practice/009 [Activity] Advanced Visualization with Seaborn.mp4
96 MB
02 - Statistics and Probability Refresher, and Python Practice/009 [Activity] Advanced Visualization with Seaborn_en.srt
36 kB
02 - Statistics and Probability Refresher, and Python Practice/010 [Activity] Covariance and Correlation.mp4
70 MB
02 - Statistics and Probability Refresher, and Python Practice/010 [Activity] Covariance and Correlation_en.srt
24 kB
02 - Statistics and Probability Refresher, and Python Practice/011 [Exercise] Conditional Probability.mp4
94 MB
02 - Statistics and Probability Refresher, and Python Practice/011 [Exercise] Conditional Probability_en.srt
34 kB
02 - Statistics and Probability Refresher, and Python Practice/012 Exercise Solution Conditional Probability of Purchase by Age.mp4
15 MB
02 - Statistics and Probability Refresher, and Python Practice/012 Exercise Solution Conditional Probability of Purchase by Age_en.srt
4.8 kB
02 - Statistics and Probability Refresher, and Python Practice/013 Bayes' Theorem.mp4
56 MB
02 - Statistics and Probability Refresher, and Python Practice/013 Bayes' Theorem_en.srt
10 kB
03 - Predictive Models/001 [Activity] Linear Regression.mp4
93 MB
03 - Predictive Models/001 [Activity] Linear Regression_en.srt
24 kB
03 - Predictive Models/002 [Activity] Polynomial Regression.mp4
60 MB
03 - Predictive Models/002 [Activity] Polynomial Regression_en.srt
16 kB
03 - Predictive Models/003 [Activity] Multiple Regression, and Predicting Car Prices.mp4
94 MB
03 - Predictive Models/003 [Activity] Multiple Regression, and Predicting Car Prices_en.srt
34 kB
03 - Predictive Models/004 Multi-Level Models.mp4
27 MB
03 - Predictive Models/004 Multi-Level Models_en.srt
9.8 kB
03 - Predictive Models/[CourseClub.Me].url
122 B
03 - Predictive Models/[GigaCourse.Com].url
49 B
04 - Machine Learning with Python/001 Supervised vs. Unsupervised Learning, and TrainTest.mp4
57 MB
04 - Machine Learning with Python/001 Supervised vs. Unsupervised Learning, and TrainTest_en.srt
19 kB
04 - Machine Learning with Python/002 [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4
22 MB
04 - Machine Learning with Python/002 [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression_en.srt
12 kB
04 - Machine Learning with Python/003 Bayesian Methods Concepts.mp4
9.8 MB
04 - Machine Learning with Python/003 Bayesian Methods Concepts_en.srt
8.1 kB
04 - Machine Learning with Python/004 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4
81 MB
04 - Machine Learning with Python/004 [Activity] Implementing a Spam Classifier with Naive Bayes_en.srt
17 kB
04 - Machine Learning with Python/005 K-Means Clustering.mp4
26 MB
04 - Machine Learning with Python/005 K-Means Clustering_en.srt
16 kB
04 - Machine Learning with Python/006 [Activity] Clustering people based on income and age.mp4
22 MB
04 - Machine Learning with Python/006 [Activity] Clustering people based on income and age_en.srt
11 kB
04 - Machine Learning with Python/007 Measuring Entropy.mp4
12 MB
04 - Machine Learning with Python/007 Measuring Entropy_en.srt
6.4 kB
04 - Machine Learning with Python/008 [Activity] WINDOWS Installing Graphviz.mp4
949 kB
04 - Machine Learning with Python/008 [Activity] WINDOWS Installing Graphviz_en.srt
872 B
04 - Machine Learning with Python/009 [Activity] MAC Installing Graphviz.mp4
9.1 MB
04 - Machine Learning with Python/009 [Activity] MAC Installing Graphviz_en.srt
1.8 kB
04 - Machine Learning with Python/010 [Activity] LINUX Installing Graphviz.mp4
2.5 MB
04 - Machine Learning with Python/010 [Activity] LINUX Installing Graphviz_en.srt
1.4 kB
04 - Machine Learning with Python/011 Decision Trees Concepts.mp4
82 MB
04 - Machine Learning with Python/011 Decision Trees Concepts_en.srt
19 kB
04 - Machine Learning with Python/012 [Activity] Decision Trees Predicting Hiring Decisions.mp4
58 MB
04 - Machine Learning with Python/012 [Activity] Decision Trees Predicting Hiring Decisions_en.srt
20 kB
04 - Machine Learning with Python/013 Ensemble Learning.mp4
37 MB
04 - Machine Learning with Python/013 Ensemble Learning_en.srt
13 kB
04 - Machine Learning with Python/014 [Activity] XGBoost.mp4
79 MB
04 - Machine Learning with Python/014 [Activity] XGBoost_en.srt
34 kB
04 - Machine Learning with Python/015 Support Vector Machines (SVM) Overview.mp4
16 MB
04 - Machine Learning with Python/015 Support Vector Machines (SVM) Overview_en.srt
9.5 kB
04 - Machine Learning with Python/016 [Activity] Using SVM to cluster people using scikit-learn.mp4
38 MB
04 - Machine Learning with Python/016 [Activity] Using SVM to cluster people using scikit-learn_en.srt
20 kB
05 - Recommender Systems/001 User-Based Collaborative Filtering.mp4
82 MB
05 - Recommender Systems/001 User-Based Collaborative Filtering_en.srt
17 kB
05 - Recommender Systems/002 Item-Based Collaborative Filtering.mp4
23 MB
05 - Recommender Systems/002 Item-Based Collaborative Filtering_en.srt
18 kB
05 - Recommender Systems/003 [Activity] Finding Movie Similarities using Cosine Similarity.mp4
83 MB
05 - Recommender Systems/003 [Activity] Finding Movie Similarities using Cosine Similarity_en.srt
18 kB
05 - Recommender Systems/004 [Activity] Improving the Results of Movie Similarities.mp4
56 MB
05 - Recommender Systems/004 [Activity] Improving the Results of Movie Similarities_en.srt
16 kB
05 - Recommender Systems/005 [Activity] Making Movie Recommendations with Item-Based Collaborative Filtering.mp4
124 MB
05 - Recommender Systems/005 [Activity] Making Movie Recommendations with Item-Based Collaborative Filtering_en.srt
20 kB
05 - Recommender Systems/006 [Exercise] Improve the recommender's results.mp4
28 MB
05 - Recommender Systems/006 [Exercise] Improve the recommender's results_en.srt
12 kB
06 - More Data Mining and Machine Learning Techniques/001 K-Nearest-Neighbors Concepts.mp4
14 MB
06 - More Data Mining and Machine Learning Techniques/001 K-Nearest-Neighbors Concepts_en.srt
7.9 kB
06 - More Data Mining and Machine Learning Techniques/002 [Activity] Using KNN to predict a rating for a movie.mp4
86 MB
06 - More Data Mining and Machine Learning Techniques/002 [Activity] Using KNN to predict a rating for a movie_en.srt
24 kB
06 - More Data Mining and Machine Learning Techniques/003 Dimensionality Reduction; Principal Component Analysis (PCA).mp4
38 MB
06 - More Data Mining and Machine Learning Techniques/003 Dimensionality Reduction; Principal Component Analysis (PCA)_en.srt
12 kB
06 - More Data Mining and Machine Learning Techniques/004 [Activity] PCA Example with the Iris data set.mp4
66 MB
06 - More Data Mining and Machine Learning Techniques/004 [Activity] PCA Example with the Iris data set_en.srt
18 kB
06 - More Data Mining and Machine Learning Techniques/005 Data Warehousing Overview ETL and ELT.mp4
59 MB
06 - More Data Mining and Machine Learning Techniques/005 Data Warehousing Overview ETL and ELT_en.srt
18 kB
06 - More Data Mining and Machine Learning Techniques/006 Cat-and-Mouse-Example.url
103 B
06 - More Data Mining and Machine Learning Techniques/006 Pac-Man-Example.url
108 B
06 - More Data Mining and Machine Learning Techniques/006 Python-Markov-Decision-Process-Toolbox.url
82 B
06 - More Data Mining and Machine Learning Techniques/006 Reinforcement Learning.mp4
125 MB
06 - More Data Mining and Machine Learning Techniques/006 Reinforcement Learning_en.srt
25 kB
06 - More Data Mining and Machine Learning Techniques/007 [Activity] Reinforcement Learning & Q-Learning with Gym.mp4
63 MB
06 - More Data Mining and Machine Learning Techniques/007 [Activity] Reinforcement Learning & Q-Learning with Gym_en.srt
27 kB
06 - More Data Mining and Machine Learning Techniques/008 Understanding a Confusion Matrix.mp4
7.4 MB
06 - More Data Mining and Machine Learning Techniques/008 Understanding a Confusion Matrix_en.srt
12 kB
06 - More Data Mining and Machine Learning Techniques/009 Measuring Classifiers (Precision, Recall, F1, ROC, AUC).mp4
12 MB
06 - More Data Mining and Machine Learning Techniques/009 Measuring Classifiers (Precision, Recall, F1, ROC, AUC)_en.srt
13 kB
06 - More Data Mining and Machine Learning Techniques/external-links.txt
325 B
07 - Dealing with Real-World Data/001 BiasVariance Tradeoff.mp4
24 MB
07 - Dealing with Real-World Data/001 BiasVariance Tradeoff_en.srt
13 kB
07 - Dealing with Real-World Data/002 [Activity] K-Fold Cross-Validation to avoid overfitting.mp4
57 MB
07 - Dealing with Real-World Data/002 [Activity] K-Fold Cross-Validation to avoid overfitting_en.srt
21 kB
07 - Dealing with Real-World Data/003 Data Cleaning and Normalization.mp4
73 MB
07 - Dealing with Real-World Data/003 Data Cleaning and Normalization_en.srt
16 kB
07 - Dealing with Real-World Data/004 [Activity] Cleaning web log data.mp4
31 MB
07 - Dealing with Real-World Data/004 [Activity] Cleaning web log data_en.srt
22 kB
07 - Dealing with Real-World Data/005 Normalizing numerical data.mp4
10 MB
07 - Dealing with Real-World Data/005 Normalizing numerical data_en.srt
7.2 kB
07 - Dealing with Real-World Data/006 [Activity] Detecting outliers.mp4
27 MB
07 - Dealing with Real-World Data/006 [Activity] Detecting outliers_en.srt
13 kB
07 - Dealing with Real-World Data/007 Feature Engineering and the Curse of Dimensionality.mp4
15 MB
07 - Dealing with Real-World Data/007 Feature Engineering and the Curse of Dimensionality_en.srt
14 kB
07 - Dealing with Real-World Data/008 Imputation Techniques for Missing Data.mp4
18 MB
07 - Dealing with Real-World Data/008 Imputation Techniques for Missing Data_en.srt
17 kB
07 - Dealing with Real-World Data/009 Handling Unbalanced Data Oversampling, Undersampling, and SMOTE.mp4
17 MB
07 - Dealing with Real-World Data/009 Handling Unbalanced Data Oversampling, Undersampling, and SMOTE_en.srt
12 kB
07 - Dealing with Real-World Data/010 Binning, Transforming, Encoding, Scaling, and Shuffling.mp4
43 MB
07 - Dealing with Real-World Data/010 Binning, Transforming, Encoding, Scaling, and Shuffling_en.srt
17 kB
08 - Apache Spark Machine Learning on Big Data/001 Warning about Java 21+ and Spark 3!.html
389 B
08 - Apache Spark Machine Learning on Big Data/002 Spark installation notes for MacOS and Linux users.html
3.1 kB
08 - Apache Spark Machine Learning on Big Data/003 [Activity] Installing Spark.mp4
141 MB
08 - Apache Spark Machine Learning on Big Data/003 [Activity] Installing Spark_en.srt
21 kB
08 - Apache Spark Machine Learning on Big Data/004 Spark Introduction.mp4
25 MB
08 - Apache Spark Machine Learning on Big Data/004 Spark Introduction_en.srt
19 kB
08 - Apache Spark Machine Learning on Big Data/005 Spark and the Resilient Distributed Dataset (RDD).mp4
22 MB
08 - Apache Spark Machine Learning on Big Data/005 Spark and the Resilient Distributed Dataset (RDD)_en.srt
24 kB
08 - Apache Spark Machine Learning on Big Data/006 Introducing MLLib.mp4
15 MB
08 - Apache Spark Machine Learning on Big Data/006 Introducing MLLib_en.srt
10 kB
08 - Apache Spark Machine Learning on Big Data/007 Introduction to Decision Trees in Spark.mp4
134 MB
08 - Apache Spark Machine Learning on Big Data/007 Introduction to Decision Trees in Spark_en.srt
33 kB
08 - Apache Spark Machine Learning on Big Data/008 [Activity] K-Means Clustering in Spark.mp4
116 MB
08 - Apache Spark Machine Learning on Big Data/008 [Activity] K-Means Clustering in Spark_en.srt
21 kB
08 - Apache Spark Machine Learning on Big Data/009 TF IDF.mp4
66 MB
08 - Apache Spark Machine Learning on Big Data/009 TF IDF_en.srt
13 kB
08 - Apache Spark Machine Learning on Big Data/010 [Activity] Searching Wikipedia with Spark.mp4
84 MB
08 - Apache Spark Machine Learning on Big Data/010 [Activity] Searching Wikipedia with Spark_en.srt
16 kB
08 - Apache Spark Machine Learning on Big Data/011 [Activity] Using the Spark DataFrame API for MLLib.mp4
65 MB
08 - Apache Spark Machine Learning on Big Data/011 [Activity] Using the Spark DataFrame API for MLLib_en.srt
15 kB
09 - Experimental Design ML in the Real World/001 Deploying Models to Real-Time Systems.mp4
17 MB
09 - Experimental Design ML in the Real World/001 Deploying Models to Real-Time Systems_en.srt
19 kB
09 - Experimental Design ML in the Real World/002 AB Testing Concepts.mp4
32 MB
09 - Experimental Design ML in the Real World/002 AB Testing Concepts_en.srt
19 kB
09 - Experimental Design ML in the Real World/003 T-Tests and P-Values.mp4
14 MB
09 - Experimental Design ML in the Real World/003 T-Tests and P-Values_en.srt
12 kB
09 - Experimental Design ML in the Real World/004 [Activity] Hands-on With T-Tests.mp4
48 MB
09 - Experimental Design ML in the Real World/004 [Activity] Hands-on With T-Tests_en.srt
12 kB
09 - Experimental Design ML in the Real World/005 Determining How Long to Run an Experiment.mp4
9.7 MB
09 - Experimental Design ML in the Real World/005 Determining How Long to Run an Experiment_en.srt
7.7 kB
09 - Experimental Design ML in the Real World/006 AB Test Gotchas.mp4
92 MB
09 - Experimental Design ML in the Real World/006 AB Test Gotchas_en.srt
21 kB
09 - Experimental Design ML in the Real World/[CourseClub.Me].url
122 B
09 - Experimental Design ML in the Real World/[GigaCourse.Com].url
49 B
10 - Deep Learning and Neural Networks/001 Deep Learning Pre-Requisites.mp4
70 MB
10 - Deep Learning and Neural Networks/001 Deep Learning Pre-Requisites_en.srt
26 kB
10 - Deep Learning and Neural Networks/002 The History of Artificial Neural Networks.mp4
69 MB
10 - Deep Learning and Neural Networks/002 The History of Artificial Neural Networks_en.srt
24 kB
10 - Deep Learning and Neural Networks/003 [Activity] Deep Learning in the Tensorflow Playground.mp4
56 MB
10 - Deep Learning and Neural Networks/003 [Activity] Deep Learning in the Tensorflow Playground_en.srt
24 kB
10 - Deep Learning and Neural Networks/004 Deep Learning Details.mp4
31 MB
10 - Deep Learning and Neural Networks/004 Deep Learning Details_en.srt
21 kB
10 - Deep Learning and Neural Networks/005 Introducing Tensorflow.mp4
47 MB
10 - Deep Learning and Neural Networks/005 Introducing Tensorflow_en.srt
27 kB
10 - Deep Learning and Neural Networks/006 [Activity] Using Tensorflow, Part 1.mp4
108 MB
10 - Deep Learning and Neural Networks/006 [Activity] Using Tensorflow, Part 1_en.srt
28 kB
10 - Deep Learning and Neural Networks/007 [Activity] Using Tensorflow, Part 2.mp4
95 MB
10 - Deep Learning and Neural Networks/007 [Activity] Using Tensorflow, Part 2_en.srt
25 kB
10 - Deep Learning and Neural Networks/008 [Activity] Introducing Keras.mp4
72 MB
10 - Deep Learning and Neural Networks/008 [Activity] Introducing Keras_en.srt
29 kB
10 - Deep Learning and Neural Networks/009 [Activity] Using Keras to Predict Political Affiliations.mp4
89 MB
10 - Deep Learning and Neural Networks/009 [Activity] Using Keras to Predict Political Affiliations_en.srt
25 kB
10 - Deep Learning and Neural Networks/010 Convolutional Neural Networks (CNN's).mp4
59 MB
10 - Deep Learning and Neural Networks/010 Convolutional Neural Networks (CNN's)_en.srt
25 kB
10 - Deep Learning and Neural Networks/011 [Activity] Using CNN's for handwriting recognition.mp4
53 MB
10 - Deep Learning and Neural Networks/011 [Activity] Using CNN's for handwriting recognition_en.srt
17 kB
10 - Deep Learning and Neural Networks/012 Recurrent Neural Networks (RNN's).mp4
33 MB
10 - Deep Learning and Neural Networks/012 Recurrent Neural Networks (RNN's)_en.srt
23 kB
10 - Deep Learning and Neural Networks/013 [Activity] Using a RNN for sentiment analysis.mp4
74 MB
10 - Deep Learning and Neural Networks/013 [Activity] Using a RNN for sentiment analysis_en.srt
21 kB
10 - Deep Learning and Neural Networks/014 [Activity] Transfer Learning.mp4
111 MB
10 - Deep Learning and Neural Networks/014 [Activity] Transfer Learning_en.srt
25 kB
10 - Deep Learning and Neural Networks/015 Tuning Neural Networks Learning Rate and Batch Size Hyperparameters.mp4
8.5 MB
10 - Deep Learning and Neural Networks/015 Tuning Neural Networks Learning Rate and Batch Size Hyperparameters_en.srt
10 kB
10 - Deep Learning and Neural Networks/016 Deep Learning Regularization with Dropout and Early Stopping.mp4
20 MB
10 - Deep Learning and Neural Networks/016 Deep Learning Regularization with Dropout and Early Stopping_en.srt
14 kB
10 - Deep Learning and Neural Networks/017 The Ethics of Deep Learning.mp4
120 MB
10 - Deep Learning and Neural Networks/017 The Ethics of Deep Learning_en.srt
25 kB
11 - Generative Models/001 Variational Auto-Encoders (VAE's) - how they work.mp4
43 MB
11 - Generative Models/001 Variational Auto-Encoders (VAE's) - how they work_en.srt
22 kB
11 - Generative Models/002 Variational Auto-Encoders (VAE) - Hands-on with Fashion MNIST.mp4
149 MB
11 - Generative Models/002 Variational Auto-Encoders (VAE) - Hands-on with Fashion MNIST_en.srt
55 kB
11 - Generative Models/002 VariationalAutoEncoders.ipynb
1.3 MB
11 - Generative Models/003 Generative Adversarial Networks (GAN's) - How they work.mp4
15 MB
11 - Generative Models/003 Generative Adversarial Networks (GAN's) - How they work_en.srt
16 kB
11 - Generative Models/004 Generative Adversarial Networks (GAN's) - Playing with some demos.mp4
86 MB
11 - Generative Models/004 Generative Adversarial Networks (GAN's) - Playing with some demos_en.srt
22 kB
11 - Generative Models/005 GAN-on-Fashion-MNIST.ipynb
3.7 MB
11 - Generative Models/005 Generative Adversarial Networks (GAN's) - Hands-on with Fashion MNIST.mp4
126 MB
11 - Generative Models/005 Generative Adversarial Networks (GAN's) - Hands-on with Fashion MNIST_en.srt
33 kB
11 - Generative Models/006 Learning More about Deep Learning.mp4
20 MB
11 - Generative Models/006 Learning More about Deep Learning_en.srt
3.8 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/001 The Transformer Architecture (encoders, decoders, and self-attention.).mp4
44 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/001 The Transformer Architecture (encoders, decoders, and self-attention.)_en.srt
22 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/002 Self-Attention, Masked Self-Attention, and Multi-Headed Self Attention in depth.mp4
42 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/002 Self-Attention, Masked Self-Attention, and Multi-Headed Self Attention in depth_en.srt
22 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/003 Applications of Transformers (GPT).mp4
20 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/003 Applications of Transformers (GPT)_en.srt
10 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/004 How GPT Works, Part 1 The GPT Transformer Architecture.mp4
30 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/004 How GPT Works, Part 1 The GPT Transformer Architecture_en.srt
16 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/005 How GPT Works, Part 2 Tokenization, Positional Encoding, Embedding.mp4
28 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/005 How GPT Works, Part 2 Tokenization, Positional Encoding, Embedding_en.srt
11 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/006 Fine Tuning Transfer Learning with Transformers.mp4
12 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/006 Fine Tuning Transfer Learning with Transformers_en.srt
5.5 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/007 Transformers-MLCourse.ipynb
6.7 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/007 [Activity] Tokenization with Google CoLab and HuggingFace.mp4
79 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/007 [Activity] Tokenization with Google CoLab and HuggingFace_en.srt
19 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/008 [Activity] Positional Encoding.mp4
16 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/008 [Activity] Positional Encoding_en.srt
4.3 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/009 [Activity] Masked, Multi-Headed Self Attention with BERT, BERTViz, and exBERT.mp4
40 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/009 [Activity] Masked, Multi-Headed Self Attention with BERT, BERTViz, and exBERT_en.srt
13 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/010 [Activity] Using small and large GPT models within Google CoLab and HuggingFace.mp4
69 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/010 [Activity] Using small and large GPT models within Google CoLab and HuggingFace_en.srt
11 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/011 [Activity] Fine Tuning GPT with the IMDb dataset.mp4
85 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/011 [Activity] Fine Tuning GPT with the IMDb dataset_en.srt
13 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/012 From GPT to ChatGPT Deep Reinforcement Learning, Proximal Policy Gradients.mp4
51 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/012 From GPT to ChatGPT Deep Reinforcement Learning, Proximal Policy Gradients_en.srt
16 kB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/013 From GPT to ChatGPT Reinforcement Learning from Human Feedback and Moderation.mp4
38 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/013 From GPT to ChatGPT Reinforcement Learning from Human Feedback and Moderation_en.srt
13 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/001 Chat-Completions.py
1.2 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/001 [Activity] The OpenAI Chat Completions API.mp4
70 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/001 [Activity] The OpenAI Chat Completions API_en.srt
25 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/002 Functions.py
3.5 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/002 [Activity] Using Tools and Functions in the OpenAI Chat Completion API.mp4
61 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/002 [Activity] Using Tools and Functions in the OpenAI Chat Completion API_en.srt
19 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/003 Image.py
664 B
13 - The OpenAI API (Developing with GPT and ChatGPT)/003 [Activity] The Images (DALL-E) API in OpenAI.mp4
30 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/003 [Activity] The Images (DALL-E) API in OpenAI_en.srt
8.8 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/004 Embedding.py
964 B
13 - The OpenAI API (Developing with GPT and ChatGPT)/004 [Activity] The Embeddings API in OpenAI Finding similarities between words.mp4
33 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/004 [Activity] The Embeddings API in OpenAI Finding similarities between words_en.srt
13 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/005 The Legacy Fine-Tuning API for GPT Models in OpenAI.mp4
29 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/005 The Legacy Fine-Tuning API for GPT Models in OpenAI_en.srt
12 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/006 [Demo] Fine-Tuning OpenAI's Davinci Model to simulate Data from Star Trek.mp4
171 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/006 [Demo] Fine-Tuning OpenAI's Davinci Model to simulate Data from Star Trek_en.srt
35 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/006 extract-script.py
1.9 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/007 MakingData.ipynb
14 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/007 The New OpenAI Fine-Tuning API; Fine-Tuning GPT-3.5 to simulate Commander Data!.mp4
319 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/007 The New OpenAI Fine-Tuning API; Fine-Tuning GPT-3.5 to simulate Commander Data!_en.srt
46 kB
13 - The OpenAI API (Developing with GPT and ChatGPT)/008 Moderation.py
166 B
13 - The OpenAI API (Developing with GPT and ChatGPT)/008 [Activity] The OpenAI Moderation API.mp4
17 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/009 Audio.py
445 B
13 - The OpenAI API (Developing with GPT and ChatGPT)/009 [Activity] The OpenAI Audio API (speech to text).mp4
29 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/009 [Activity] The OpenAI Audio API (speech to text)_en.srt
8.2 kB
14 - Retrieval Augmented Generation (RAG)/001 Retrieval Augmented Generation (RAG) How it works, with some examples.mp4
93 MB
14 - Retrieval Augmented Generation (RAG)/001 Retrieval Augmented Generation (RAG) How it works, with some examples_en.srt
37 kB
14 - Retrieval Augmented Generation (RAG)/002 Data-RAG.ipynb
100 kB
14 - Retrieval Augmented Generation (RAG)/002 Demo Using Retrieval Augmented Generation (RAG) to simulate Data from Star Trek.mp4
184 MB
14 - Retrieval Augmented Generation (RAG)/002 Demo Using Retrieval Augmented Generation (RAG) to simulate Data from Star Trek_en.srt
41 kB
15 - Final Project/001 Your final project assignment Mammogram Classification.mp4
52 MB
15 - Final Project/001 Your final project assignment Mammogram Classification_en.srt
14 kB
15 - Final Project/002 Final project review.mp4
64 MB
15 - Final Project/002 Final project review_en.srt
22 kB
15 - Final Project/[CourseClub.Me].url
122 B
15 - Final Project/[GigaCourse.Com].url
49 B
16 - You made it!/001 More to Explore.mp4
34 MB
16 - You made it!/001 More to Explore_en.srt
6.8 kB
16 - You made it!/002 Don't Forget to Leave a Rating!.html
564 B
16 - You made it!/003 Bonus Lecture.html
9.2 kB
[CourseClub.Me].url
122 B
[GigaCourse.Com].url
49 B