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[GigaCourse.Com] Udemy - Machine Learning, Data Science and Generative AI with Python
大小 7.21 GB
文件数 297
Info Hash: F1A0D9CDA08170291CC4843982E25D7168522866
收录时间 2026-01-24 18:56:47
更新时间 2026-01-24 18:56:47
文件列表 (297)
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
59.57 MB
01 - Getting Started/001 Introduction_en.srt
6.09 KB
01 - Getting Started/002 Udemy 101 Getting the Most From This Course.mp4
17.4 MB
01 - Getting Started/002 Udemy 101 Getting the Most From This Course_en.srt
4.91 KB
01 - Getting Started/003 Important note.html
575 B
01 - Getting Started/004 Installation Getting Started.html
1.21 KB
01 - Getting Started/005 [Activity] WINDOWS Installing and Using Anaconda & Course Materials.mp4
101.97 MB
01 - Getting Started/005 [Activity] WINDOWS Installing and Using Anaconda & Course Materials_en.srt
20.7 KB
01 - Getting Started/006 [Activity] MAC Installing and Using Anaconda & Course Materials.mp4
96.18 MB
01 - Getting Started/006 [Activity] MAC Installing and Using Anaconda & Course Materials_en.srt
16.88 KB
01 - Getting Started/007 [Activity] LINUX Installing and Using Anaconda & Course Materials.mp4
85.52 MB
01 - Getting Started/007 [Activity] LINUX Installing and Using Anaconda & Course Materials_en.srt
17.96 KB
01 - Getting Started/008 Python Basics, Part 1 [Optional].mp4
26.9 MB
01 - Getting Started/008 Python Basics, Part 1 [Optional]_en.srt
9.54 KB
01 - Getting Started/009 [Activity] Python Basics, Part 2 [Optional].mp4
20.62 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
5.14 MB
01 - Getting Started/010 [Activity] Python Basics, Part 3 [Optional]_en.srt
5.24 KB
01 - Getting Started/011 [Activity] Python Basics, Part 4 [Optional].mp4
8.19 MB
01 - Getting Started/011 [Activity] Python Basics, Part 4 [Optional]_en.srt
7.13 KB
01 - Getting Started/012 Introducing the Pandas Library [Optional].mp4
44.15 MB
01 - Getting Started/012 Introducing the Pandas Library [Optional]_en.srt
21.87 KB
02 - Statistics and Probability Refresher, and Python Practice/001 Types of Data (Numerical, Categorical, Ordinal).mp4
73.1 MB
02 - Statistics and Probability Refresher, and Python Practice/001 Types of Data (Numerical, Categorical, Ordinal)_en.srt
14.44 KB
02 - Statistics and Probability Refresher, and Python Practice/002 Mean, Median, Mode.mp4
15.96 MB
02 - Statistics and Probability Refresher, and Python Practice/002 Mean, Median, Mode_en.srt
11.58 KB
02 - Statistics and Probability Refresher, and Python Practice/003 [Activity] Using mean, median, and mode in Python.mp4
44.5 MB
02 - Statistics and Probability Refresher, and Python Practice/003 [Activity] Using mean, median, and mode in Python_en.srt
19.31 KB
02 - Statistics and Probability Refresher, and Python Practice/004 [Activity] Variation and Standard Deviation.mp4
103.39 MB
02 - Statistics and Probability Refresher, and Python Practice/004 [Activity] Variation and Standard Deviation_en.srt
22.99 KB
02 - Statistics and Probability Refresher, and Python Practice/005 Probability Density Function; Probability Mass Function.mp4
6.92 MB
02 - Statistics and Probability Refresher, and Python Practice/005 Probability Density Function; Probability Mass Function_en.srt
7.09 KB
02 - Statistics and Probability Refresher, and Python Practice/006 Common Data Distributions (Normal, Binomial, Poisson, etc).mp4
28.25 MB
02 - Statistics and Probability Refresher, and Python Practice/006 Common Data Distributions (Normal, Binomial, Poisson, etc)_en.srt
14.5 KB
02 - Statistics and Probability Refresher, and Python Practice/007 [Activity] Percentiles and Moments.mp4
42.56 MB
02 - Statistics and Probability Refresher, and Python Practice/007 [Activity] Percentiles and Moments_en.srt
26.84 KB
02 - Statistics and Probability Refresher, and Python Practice/008 [Activity] A Crash Course in matplotlib.mp4
78.7 MB
02 - Statistics and Probability Refresher, and Python Practice/008 [Activity] A Crash Course in matplotlib_en.srt
26.11 KB
02 - Statistics and Probability Refresher, and Python Practice/009 [Activity] Advanced Visualization with Seaborn.mp4
96.14 MB
02 - Statistics and Probability Refresher, and Python Practice/009 [Activity] Advanced Visualization with Seaborn_en.srt
35.71 KB
02 - Statistics and Probability Refresher, and Python Practice/010 [Activity] Covariance and Correlation.mp4
69.48 MB
02 - Statistics and Probability Refresher, and Python Practice/010 [Activity] Covariance and Correlation_en.srt
23.7 KB
02 - Statistics and Probability Refresher, and Python Practice/011 [Exercise] Conditional Probability.mp4
93.95 MB
02 - Statistics and Probability Refresher, and Python Practice/011 [Exercise] Conditional Probability_en.srt
34.13 KB
02 - Statistics and Probability Refresher, and Python Practice/012 Exercise Solution Conditional Probability of Purchase by Age.mp4
15.01 MB
02 - Statistics and Probability Refresher, and Python Practice/012 Exercise Solution Conditional Probability of Purchase by Age_en.srt
4.78 KB
02 - Statistics and Probability Refresher, and Python Practice/013 Bayes' Theorem.mp4
56.12 MB
02 - Statistics and Probability Refresher, and Python Practice/013 Bayes' Theorem_en.srt
10.36 KB
03 - Predictive Models/001 [Activity] Linear Regression.mp4
92.96 MB
03 - Predictive Models/001 [Activity] Linear Regression_en.srt
23.77 KB
03 - Predictive Models/002 [Activity] Polynomial Regression.mp4
60.55 MB
03 - Predictive Models/002 [Activity] Polynomial Regression_en.srt
15.75 KB
03 - Predictive Models/003 [Activity] Multiple Regression, and Predicting Car Prices.mp4
94.14 MB
03 - Predictive Models/003 [Activity] Multiple Regression, and Predicting Car Prices_en.srt
34.22 KB
03 - Predictive Models/004 Multi-Level Models.mp4
27.22 MB
03 - Predictive Models/004 Multi-Level Models_en.srt
9.75 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
56.68 MB
04 - Machine Learning with Python/001 Supervised vs. Unsupervised Learning, and TrainTest_en.srt
19.41 KB
04 - Machine Learning with Python/002 [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4
21.62 MB
04 - Machine Learning with Python/002 [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression_en.srt
11.93 KB
04 - Machine Learning with Python/003 Bayesian Methods Concepts.mp4
9.83 MB
04 - Machine Learning with Python/003 Bayesian Methods Concepts_en.srt
8.11 KB
04 - Machine Learning with Python/004 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4
81.39 MB
04 - Machine Learning with Python/004 [Activity] Implementing a Spam Classifier with Naive Bayes_en.srt
16.58 KB
04 - Machine Learning with Python/005 K-Means Clustering.mp4
26.02 MB
04 - Machine Learning with Python/005 K-Means Clustering_en.srt
15.63 KB
04 - Machine Learning with Python/006 [Activity] Clustering people based on income and age.mp4
21.99 MB
04 - Machine Learning with Python/006 [Activity] Clustering people based on income and age_en.srt
11.11 KB
04 - Machine Learning with Python/007 Measuring Entropy.mp4
12.14 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
949.28 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
9.07 MB
04 - Machine Learning with Python/009 [Activity] MAC Installing Graphviz_en.srt
1.81 KB
04 - Machine Learning with Python/010 [Activity] LINUX Installing Graphviz.mp4
2.48 MB
04 - Machine Learning with Python/010 [Activity] LINUX Installing Graphviz_en.srt
1.37 KB
04 - Machine Learning with Python/011 Decision Trees Concepts.mp4
81.5 MB
04 - Machine Learning with Python/011 Decision Trees Concepts_en.srt
18.68 KB
04 - Machine Learning with Python/012 [Activity] Decision Trees Predicting Hiring Decisions.mp4
57.79 MB
04 - Machine Learning with Python/012 [Activity] Decision Trees Predicting Hiring Decisions_en.srt
20.13 KB
04 - Machine Learning with Python/013 Ensemble Learning.mp4
36.96 MB
04 - Machine Learning with Python/013 Ensemble Learning_en.srt
12.73 KB
04 - Machine Learning with Python/014 [Activity] XGBoost.mp4
79.28 MB
04 - Machine Learning with Python/014 [Activity] XGBoost_en.srt
33.72 KB
04 - Machine Learning with Python/015 Support Vector Machines (SVM) Overview.mp4
16.35 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
38.49 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
81.69 MB
05 - Recommender Systems/001 User-Based Collaborative Filtering_en.srt
17.34 KB
05 - Recommender Systems/002 Item-Based Collaborative Filtering.mp4
23.2 MB
05 - Recommender Systems/002 Item-Based Collaborative Filtering_en.srt
17.78 KB
05 - Recommender Systems/003 [Activity] Finding Movie Similarities using Cosine Similarity.mp4
82.67 MB
05 - Recommender Systems/003 [Activity] Finding Movie Similarities using Cosine Similarity_en.srt
17.87 KB
05 - Recommender Systems/004 [Activity] Improving the Results of Movie Similarities.mp4
56.06 MB
05 - Recommender Systems/004 [Activity] Improving the Results of Movie Similarities_en.srt
16.22 KB
05 - Recommender Systems/005 [Activity] Making Movie Recommendations with Item-Based Collaborative Filtering.mp4
124.11 MB
05 - Recommender Systems/005 [Activity] Making Movie Recommendations with Item-Based Collaborative Filtering_en.srt
20.25 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
12.11 KB
06 - More Data Mining and Machine Learning Techniques/001 K-Nearest-Neighbors Concepts.mp4
14.04 MB
06 - More Data Mining and Machine Learning Techniques/001 K-Nearest-Neighbors Concepts_en.srt
7.87 KB
06 - More Data Mining and Machine Learning Techniques/002 [Activity] Using KNN to predict a rating for a movie.mp4
85.54 MB
06 - More Data Mining and Machine Learning Techniques/002 [Activity] Using KNN to predict a rating for a movie_en.srt
24.1 KB
06 - More Data Mining and Machine Learning Techniques/003 Dimensionality Reduction; Principal Component Analysis (PCA).mp4
38.13 MB
06 - More Data Mining and Machine Learning Techniques/003 Dimensionality Reduction; Principal Component Analysis (PCA)_en.srt
11.67 KB
06 - More Data Mining and Machine Learning Techniques/004 [Activity] PCA Example with the Iris data set.mp4
65.77 MB
06 - More Data Mining and Machine Learning Techniques/004 [Activity] PCA Example with the Iris data set_en.srt
17.94 KB
06 - More Data Mining and Machine Learning Techniques/005 Data Warehousing Overview ETL and ELT.mp4
58.71 MB
06 - More Data Mining and Machine Learning Techniques/005 Data Warehousing Overview ETL and ELT_en.srt
18.07 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
125.18 MB
06 - More Data Mining and Machine Learning Techniques/006 Reinforcement Learning_en.srt
25.34 KB
06 - More Data Mining and Machine Learning Techniques/007 [Activity] Reinforcement Learning & Q-Learning with Gym.mp4
62.79 MB
06 - More Data Mining and Machine Learning Techniques/007 [Activity] Reinforcement Learning & Q-Learning with Gym_en.srt
26.58 KB
06 - More Data Mining and Machine Learning Techniques/008 Understanding a Confusion Matrix.mp4
7.38 MB
06 - More Data Mining and Machine Learning Techniques/008 Understanding a Confusion Matrix_en.srt
11.63 KB
06 - More Data Mining and Machine Learning Techniques/009 Measuring Classifiers (Precision, Recall, F1, ROC, AUC).mp4
11.67 MB
06 - More Data Mining and Machine Learning Techniques/009 Measuring Classifiers (Precision, Recall, F1, ROC, AUC)_en.srt
12.69 KB
06 - More Data Mining and Machine Learning Techniques/external-links.txt
325 B
07 - Dealing with Real-World Data/001 BiasVariance Tradeoff.mp4
23.63 MB
07 - Dealing with Real-World Data/001 BiasVariance Tradeoff_en.srt
12.77 KB
07 - Dealing with Real-World Data/002 [Activity] K-Fold Cross-Validation to avoid overfitting.mp4
56.9 MB
07 - Dealing with Real-World Data/002 [Activity] K-Fold Cross-Validation to avoid overfitting_en.srt
20.62 KB
07 - Dealing with Real-World Data/003 Data Cleaning and Normalization.mp4
73.09 MB
07 - Dealing with Real-World Data/003 Data Cleaning and Normalization_en.srt
16.18 KB
07 - Dealing with Real-World Data/004 [Activity] Cleaning web log data.mp4
31.01 MB
07 - Dealing with Real-World Data/004 [Activity] Cleaning web log data_en.srt
21.75 KB
07 - Dealing with Real-World Data/005 Normalizing numerical data.mp4
10.32 MB
07 - Dealing with Real-World Data/005 Normalizing numerical data_en.srt
7.17 KB
07 - Dealing with Real-World Data/006 [Activity] Detecting outliers.mp4
27.15 MB
07 - Dealing with Real-World Data/006 [Activity] Detecting outliers_en.srt
13.3 KB
07 - Dealing with Real-World Data/007 Feature Engineering and the Curse of Dimensionality.mp4
14.56 MB
07 - Dealing with Real-World Data/007 Feature Engineering and the Curse of Dimensionality_en.srt
13.94 KB
07 - Dealing with Real-World Data/008 Imputation Techniques for Missing Data.mp4
18.2 MB
07 - Dealing with Real-World Data/008 Imputation Techniques for Missing Data_en.srt
17.31 KB
07 - Dealing with Real-World Data/009 Handling Unbalanced Data Oversampling, Undersampling, and SMOTE.mp4
17.43 MB
07 - Dealing with Real-World Data/009 Handling Unbalanced Data Oversampling, Undersampling, and SMOTE_en.srt
11.83 KB
07 - Dealing with Real-World Data/010 Binning, Transforming, Encoding, Scaling, and Shuffling.mp4
42.72 MB
07 - Dealing with Real-World Data/010 Binning, Transforming, Encoding, Scaling, and Shuffling_en.srt
16.93 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
141.36 MB
08 - Apache Spark Machine Learning on Big Data/003 [Activity] Installing Spark_en.srt
21.27 KB
08 - Apache Spark Machine Learning on Big Data/004 Spark Introduction.mp4
24.96 MB
08 - Apache Spark Machine Learning on Big Data/004 Spark Introduction_en.srt
19.17 KB
08 - Apache Spark Machine Learning on Big Data/005 Spark and the Resilient Distributed Dataset (RDD).mp4
22.3 MB
08 - Apache Spark Machine Learning on Big Data/005 Spark and the Resilient Distributed Dataset (RDD)_en.srt
24.21 KB
08 - Apache Spark Machine Learning on Big Data/006 Introducing MLLib.mp4
14.65 MB
08 - Apache Spark Machine Learning on Big Data/006 Introducing MLLib_en.srt
10.44 KB
08 - Apache Spark Machine Learning on Big Data/007 Introduction to Decision Trees in Spark.mp4
133.95 MB
08 - Apache Spark Machine Learning on Big Data/007 Introduction to Decision Trees in Spark_en.srt
33.11 KB
08 - Apache Spark Machine Learning on Big Data/008 [Activity] K-Means Clustering in Spark.mp4
116.14 MB
08 - Apache Spark Machine Learning on Big Data/008 [Activity] K-Means Clustering in Spark_en.srt
21.09 KB
08 - Apache Spark Machine Learning on Big Data/009 TF IDF.mp4
65.66 MB
08 - Apache Spark Machine Learning on Big Data/009 TF IDF_en.srt
13.36 KB
08 - Apache Spark Machine Learning on Big Data/010 [Activity] Searching Wikipedia with Spark.mp4
84.01 MB
08 - Apache Spark Machine Learning on Big Data/010 [Activity] Searching Wikipedia with Spark_en.srt
15.61 KB
08 - Apache Spark Machine Learning on Big Data/011 [Activity] Using the Spark DataFrame API for MLLib.mp4
65.11 MB
08 - Apache Spark Machine Learning on Big Data/011 [Activity] Using the Spark DataFrame API for MLLib_en.srt
15.11 KB
09 - Experimental Design ML in the Real World/001 Deploying Models to Real-Time Systems.mp4
17.22 MB
09 - Experimental Design ML in the Real World/001 Deploying Models to Real-Time Systems_en.srt
18.76 KB
09 - Experimental Design ML in the Real World/002 AB Testing Concepts.mp4
32.02 MB
09 - Experimental Design ML in the Real World/002 AB Testing Concepts_en.srt
18.69 KB
09 - Experimental Design ML in the Real World/003 T-Tests and P-Values.mp4
14.08 MB
09 - Experimental Design ML in the Real World/003 T-Tests and P-Values_en.srt
12.26 KB
09 - Experimental Design ML in the Real World/004 [Activity] Hands-on With T-Tests.mp4
47.77 MB
09 - Experimental Design ML in the Real World/004 [Activity] Hands-on With T-Tests_en.srt
12.35 KB
09 - Experimental Design ML in the Real World/005 Determining How Long to Run an Experiment.mp4
9.75 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
91.73 MB
09 - Experimental Design ML in the Real World/006 AB Test Gotchas_en.srt
20.95 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
70.4 MB
10 - Deep Learning and Neural Networks/001 Deep Learning Pre-Requisites_en.srt
26.05 KB
10 - Deep Learning and Neural Networks/002 The History of Artificial Neural Networks.mp4
68.87 MB
10 - Deep Learning and Neural Networks/002 The History of Artificial Neural Networks_en.srt
24.16 KB
10 - Deep Learning and Neural Networks/003 [Activity] Deep Learning in the Tensorflow Playground.mp4
55.69 MB
10 - Deep Learning and Neural Networks/003 [Activity] Deep Learning in the Tensorflow Playground_en.srt
23.97 KB
10 - Deep Learning and Neural Networks/004 Deep Learning Details.mp4
30.9 MB
10 - Deep Learning and Neural Networks/004 Deep Learning Details_en.srt
20.88 KB
10 - Deep Learning and Neural Networks/005 Introducing Tensorflow.mp4
46.63 MB
10 - Deep Learning and Neural Networks/005 Introducing Tensorflow_en.srt
26.57 KB
10 - Deep Learning and Neural Networks/006 [Activity] Using Tensorflow, Part 1.mp4
107.7 MB
10 - Deep Learning and Neural Networks/006 [Activity] Using Tensorflow, Part 1_en.srt
27.67 KB
10 - Deep Learning and Neural Networks/007 [Activity] Using Tensorflow, Part 2.mp4
95.13 MB
10 - Deep Learning and Neural Networks/007 [Activity] Using Tensorflow, Part 2_en.srt
24.87 KB
10 - Deep Learning and Neural Networks/008 [Activity] Introducing Keras.mp4
72.03 MB
10 - Deep Learning and Neural Networks/008 [Activity] Introducing Keras_en.srt
28.63 KB
10 - Deep Learning and Neural Networks/009 [Activity] Using Keras to Predict Political Affiliations.mp4
88.85 MB
10 - Deep Learning and Neural Networks/009 [Activity] Using Keras to Predict Political Affiliations_en.srt
25.36 KB
10 - Deep Learning and Neural Networks/010 Convolutional Neural Networks (CNN's).mp4
58.73 MB
10 - Deep Learning and Neural Networks/010 Convolutional Neural Networks (CNN's)_en.srt
24.85 KB
10 - Deep Learning and Neural Networks/011 [Activity] Using CNN's for handwriting recognition.mp4
52.82 MB
10 - Deep Learning and Neural Networks/011 [Activity] Using CNN's for handwriting recognition_en.srt
16.8 KB
10 - Deep Learning and Neural Networks/012 Recurrent Neural Networks (RNN's).mp4
32.81 MB
10 - Deep Learning and Neural Networks/012 Recurrent Neural Networks (RNN's)_en.srt
22.97 KB
10 - Deep Learning and Neural Networks/013 [Activity] Using a RNN for sentiment analysis.mp4
73.55 MB
10 - Deep Learning and Neural Networks/013 [Activity] Using a RNN for sentiment analysis_en.srt
20.7 KB
10 - Deep Learning and Neural Networks/014 [Activity] Transfer Learning.mp4
111.05 MB
10 - Deep Learning and Neural Networks/014 [Activity] Transfer Learning_en.srt
25.28 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
10.32 KB
10 - Deep Learning and Neural Networks/016 Deep Learning Regularization with Dropout and Early Stopping.mp4
19.84 MB
10 - Deep Learning and Neural Networks/016 Deep Learning Regularization with Dropout and Early Stopping_en.srt
13.89 KB
10 - Deep Learning and Neural Networks/017 The Ethics of Deep Learning.mp4
120.5 MB
10 - Deep Learning and Neural Networks/017 The Ethics of Deep Learning_en.srt
24.95 KB
11 - Generative Models/001 Variational Auto-Encoders (VAE's) - how they work.mp4
42.88 MB
11 - Generative Models/001 Variational Auto-Encoders (VAE's) - how they work_en.srt
21.64 KB
11 - Generative Models/002 Variational Auto-Encoders (VAE) - Hands-on with Fashion MNIST.mp4
148.84 MB
11 - Generative Models/002 Variational Auto-Encoders (VAE) - Hands-on with Fashion MNIST_en.srt
54.65 KB
11 - Generative Models/002 VariationalAutoEncoders.ipynb
1.33 MB
11 - Generative Models/003 Generative Adversarial Networks (GAN's) - How they work.mp4
15.24 MB
11 - Generative Models/003 Generative Adversarial Networks (GAN's) - How they work_en.srt
15.94 KB
11 - Generative Models/004 Generative Adversarial Networks (GAN's) - Playing with some demos.mp4
86.14 MB
11 - Generative Models/004 Generative Adversarial Networks (GAN's) - Playing with some demos_en.srt
21.68 KB
11 - Generative Models/005 GAN-on-Fashion-MNIST.ipynb
3.75 MB
11 - Generative Models/005 Generative Adversarial Networks (GAN's) - Hands-on with Fashion MNIST.mp4
126.11 MB
11 - Generative Models/005 Generative Adversarial Networks (GAN's) - Hands-on with Fashion MNIST_en.srt
32.64 KB
11 - Generative Models/006 Learning More about Deep Learning.mp4
20.21 MB
11 - Generative Models/006 Learning More about Deep Learning_en.srt
3.79 KB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/001 The Transformer Architecture (encoders, decoders, and self-attention.).mp4
44.2 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/001 The Transformer Architecture (encoders, decoders, and self-attention.)_en.srt
22.26 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
41.5 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
21.69 KB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/003 Applications of Transformers (GPT).mp4
20.19 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/003 Applications of Transformers (GPT)_en.srt
10.1 KB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/004 How GPT Works, Part 1 The GPT Transformer Architecture.mp4
30.27 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/004 How GPT Works, Part 1 The GPT Transformer Architecture_en.srt
16.02 KB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/005 How GPT Works, Part 2 Tokenization, Positional Encoding, Embedding.mp4
28.55 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/005 How GPT Works, Part 2 Tokenization, Positional Encoding, Embedding_en.srt
10.77 KB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/006 Fine Tuning Transfer Learning with Transformers.mp4
11.52 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/006 Fine Tuning Transfer Learning with Transformers_en.srt
5.49 KB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/007 Transformers-MLCourse.ipynb
6.69 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/007 [Activity] Tokenization with Google CoLab and HuggingFace.mp4
78.96 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/007 [Activity] Tokenization with Google CoLab and HuggingFace_en.srt
18.61 KB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/008 [Activity] Positional Encoding.mp4
15.97 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
39.78 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
12.76 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
69.34 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
10.76 KB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/011 [Activity] Fine Tuning GPT with the IMDb dataset.mp4
85.2 MB
12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/011 [Activity] Fine Tuning GPT with the IMDb dataset_en.srt
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12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/012 From GPT to ChatGPT Deep Reinforcement Learning, Proximal Policy Gradients.mp4
51.12 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
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12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/013 From GPT to ChatGPT Reinforcement Learning from Human Feedback and Moderation.mp4
37.75 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
12.84 KB
13 - The OpenAI API (Developing with GPT and ChatGPT)/001 Chat-Completions.py
1.15 KB
13 - The OpenAI API (Developing with GPT and ChatGPT)/001 [Activity] The OpenAI Chat Completions API.mp4
70.44 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/001 [Activity] The OpenAI Chat Completions API_en.srt
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13 - The OpenAI API (Developing with GPT and ChatGPT)/002 Functions.py
3.45 KB
13 - The OpenAI API (Developing with GPT and ChatGPT)/002 [Activity] Using Tools and Functions in the OpenAI Chat Completion API.mp4
61.23 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/002 [Activity] Using Tools and Functions in the OpenAI Chat Completion API_en.srt
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13 - The OpenAI API (Developing with GPT and ChatGPT)/003 Image.py
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13 - The OpenAI API (Developing with GPT and ChatGPT)/003 [Activity] The Images (DALL-E) API in OpenAI.mp4
29.59 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/003 [Activity] The Images (DALL-E) API in OpenAI_en.srt
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13 - The OpenAI API (Developing with GPT and ChatGPT)/004 Embedding.py
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13 - The OpenAI API (Developing with GPT and ChatGPT)/004 [Activity] The Embeddings API in OpenAI Finding similarities between words.mp4
32.93 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/004 [Activity] The Embeddings API in OpenAI Finding similarities between words_en.srt
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13 - The OpenAI API (Developing with GPT and ChatGPT)/005 The Legacy Fine-Tuning API for GPT Models in OpenAI.mp4
29.42 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/005 The Legacy Fine-Tuning API for GPT Models in OpenAI_en.srt
11.45 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
170.75 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
35.28 KB
13 - The OpenAI API (Developing with GPT and ChatGPT)/006 extract-script.py
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13 - The OpenAI API (Developing with GPT and ChatGPT)/007 MakingData.ipynb
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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
318.98 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
45.87 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
17.15 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
28.72 MB
13 - The OpenAI API (Developing with GPT and ChatGPT)/009 [Activity] The OpenAI Audio API (speech to text)_en.srt
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14 - Retrieval Augmented Generation (RAG)/001 Retrieval Augmented Generation (RAG) How it works, with some examples.mp4
92.89 MB
14 - Retrieval Augmented Generation (RAG)/001 Retrieval Augmented Generation (RAG) How it works, with some examples_en.srt
37.23 KB
14 - Retrieval Augmented Generation (RAG)/002 Data-RAG.ipynb
100.43 KB
14 - Retrieval Augmented Generation (RAG)/002 Demo Using Retrieval Augmented Generation (RAG) to simulate Data from Star Trek.mp4
184.47 MB
14 - Retrieval Augmented Generation (RAG)/002 Demo Using Retrieval Augmented Generation (RAG) to simulate Data from Star Trek_en.srt
40.71 KB
15 - Final Project/001 Your final project assignment Mammogram Classification.mp4
51.6 MB
15 - Final Project/001 Your final project assignment Mammogram Classification_en.srt
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15 - Final Project/002 Final project review.mp4
64.49 MB
15 - Final Project/002 Final project review_en.srt
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15 - Final Project/[CourseClub.Me].url
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15 - Final Project/[GigaCourse.Com].url
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16 - You made it!/001 More to Explore.mp4
33.99 MB
16 - You made it!/001 More to Explore_en.srt
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16 - You made it!/002 Don't Forget to Leave a Rating!.html
564 B
16 - You made it!/003 Bonus Lecture.html
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[CourseClub.Me].url
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[GigaCourse.Com].url
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