[GigaCourse.Com] Udemy - Machine Learning, Data Science and Generative AI with Python

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Files
  1. 0. Websites you may like/[CourseClub.Me].url 122B
  2. 0. Websites you may like/[GigaCourse.Com].url 49B
  3. 01 - Getting Started/001 Introduction.mp4 59.57MB
  4. 01 - Getting Started/001 Introduction_en.srt 6.09KB
  5. 01 - Getting Started/002 Udemy 101 Getting the Most From This Course.mp4 17.40MB
  6. 01 - Getting Started/002 Udemy 101 Getting the Most From This Course_en.srt 4.91KB
  7. 01 - Getting Started/003 Important note.html 575B
  8. 01 - Getting Started/004 Installation Getting Started.html 1.21KB
  9. 01 - Getting Started/005 [Activity] WINDOWS Installing and Using Anaconda & Course Materials.mp4 101.97MB
  10. 01 - Getting Started/005 [Activity] WINDOWS Installing and Using Anaconda & Course Materials_en.srt 20.70KB
  11. 01 - Getting Started/006 [Activity] MAC Installing and Using Anaconda & Course Materials.mp4 96.18MB
  12. 01 - Getting Started/006 [Activity] MAC Installing and Using Anaconda & Course Materials_en.srt 16.88KB
  13. 01 - Getting Started/007 [Activity] LINUX Installing and Using Anaconda & Course Materials.mp4 85.52MB
  14. 01 - Getting Started/007 [Activity] LINUX Installing and Using Anaconda & Course Materials_en.srt 17.96KB
  15. 01 - Getting Started/008 Python Basics, Part 1 [Optional].mp4 26.90MB
  16. 01 - Getting Started/008 Python Basics, Part 1 [Optional]_en.srt 9.54KB
  17. 01 - Getting Started/009 [Activity] Python Basics, Part 2 [Optional].mp4 20.62MB
  18. 01 - Getting Started/009 [Activity] Python Basics, Part 2 [Optional]_en.srt 9.30KB
  19. 01 - Getting Started/010 [Activity] Python Basics, Part 3 [Optional].mp4 5.14MB
  20. 01 - Getting Started/010 [Activity] Python Basics, Part 3 [Optional]_en.srt 5.24KB
  21. 01 - Getting Started/011 [Activity] Python Basics, Part 4 [Optional].mp4 8.19MB
  22. 01 - Getting Started/011 [Activity] Python Basics, Part 4 [Optional]_en.srt 7.13KB
  23. 01 - Getting Started/012 Introducing the Pandas Library [Optional].mp4 44.15MB
  24. 01 - Getting Started/012 Introducing the Pandas Library [Optional]_en.srt 21.87KB
  25. 02 - Statistics and Probability Refresher, and Python Practice/001 Types of Data (Numerical, Categorical, Ordinal).mp4 73.10MB
  26. 02 - Statistics and Probability Refresher, and Python Practice/001 Types of Data (Numerical, Categorical, Ordinal)_en.srt 14.44KB
  27. 02 - Statistics and Probability Refresher, and Python Practice/002 Mean, Median, Mode.mp4 15.96MB
  28. 02 - Statistics and Probability Refresher, and Python Practice/002 Mean, Median, Mode_en.srt 11.58KB
  29. 02 - Statistics and Probability Refresher, and Python Practice/003 [Activity] Using mean, median, and mode in Python.mp4 44.50MB
  30. 02 - Statistics and Probability Refresher, and Python Practice/003 [Activity] Using mean, median, and mode in Python_en.srt 19.31KB
  31. 02 - Statistics and Probability Refresher, and Python Practice/004 [Activity] Variation and Standard Deviation.mp4 103.39MB
  32. 02 - Statistics and Probability Refresher, and Python Practice/004 [Activity] Variation and Standard Deviation_en.srt 22.99KB
  33. 02 - Statistics and Probability Refresher, and Python Practice/005 Probability Density Function; Probability Mass Function.mp4 6.92MB
  34. 02 - Statistics and Probability Refresher, and Python Practice/005 Probability Density Function; Probability Mass Function_en.srt 7.09KB
  35. 02 - Statistics and Probability Refresher, and Python Practice/006 Common Data Distributions (Normal, Binomial, Poisson, etc).mp4 28.25MB
  36. 02 - Statistics and Probability Refresher, and Python Practice/006 Common Data Distributions (Normal, Binomial, Poisson, etc)_en.srt 14.50KB
  37. 02 - Statistics and Probability Refresher, and Python Practice/007 [Activity] Percentiles and Moments.mp4 42.56MB
  38. 02 - Statistics and Probability Refresher, and Python Practice/007 [Activity] Percentiles and Moments_en.srt 26.84KB
  39. 02 - Statistics and Probability Refresher, and Python Practice/008 [Activity] A Crash Course in matplotlib.mp4 78.70MB
  40. 02 - Statistics and Probability Refresher, and Python Practice/008 [Activity] A Crash Course in matplotlib_en.srt 26.11KB
  41. 02 - Statistics and Probability Refresher, and Python Practice/009 [Activity] Advanced Visualization with Seaborn.mp4 96.14MB
  42. 02 - Statistics and Probability Refresher, and Python Practice/009 [Activity] Advanced Visualization with Seaborn_en.srt 35.71KB
  43. 02 - Statistics and Probability Refresher, and Python Practice/010 [Activity] Covariance and Correlation.mp4 69.48MB
  44. 02 - Statistics and Probability Refresher, and Python Practice/010 [Activity] Covariance and Correlation_en.srt 23.70KB
  45. 02 - Statistics and Probability Refresher, and Python Practice/011 [Exercise] Conditional Probability.mp4 93.95MB
  46. 02 - Statistics and Probability Refresher, and Python Practice/011 [Exercise] Conditional Probability_en.srt 34.13KB
  47. 02 - Statistics and Probability Refresher, and Python Practice/012 Exercise Solution Conditional Probability of Purchase by Age.mp4 15.01MB
  48. 02 - Statistics and Probability Refresher, and Python Practice/012 Exercise Solution Conditional Probability of Purchase by Age_en.srt 4.78KB
  49. 02 - Statistics and Probability Refresher, and Python Practice/013 Bayes' Theorem.mp4 56.12MB
  50. 02 - Statistics and Probability Refresher, and Python Practice/013 Bayes' Theorem_en.srt 10.36KB
  51. 03 - Predictive Models/001 [Activity] Linear Regression.mp4 92.96MB
  52. 03 - Predictive Models/001 [Activity] Linear Regression_en.srt 23.77KB
  53. 03 - Predictive Models/002 [Activity] Polynomial Regression.mp4 60.55MB
  54. 03 - Predictive Models/002 [Activity] Polynomial Regression_en.srt 15.75KB
  55. 03 - Predictive Models/003 [Activity] Multiple Regression, and Predicting Car Prices.mp4 94.14MB
  56. 03 - Predictive Models/003 [Activity] Multiple Regression, and Predicting Car Prices_en.srt 34.22KB
  57. 03 - Predictive Models/004 Multi-Level Models.mp4 27.22MB
  58. 03 - Predictive Models/004 Multi-Level Models_en.srt 9.75KB
  59. 03 - Predictive Models/[CourseClub.Me].url 122B
  60. 03 - Predictive Models/[GigaCourse.Com].url 49B
  61. 04 - Machine Learning with Python/001 Supervised vs. Unsupervised Learning, and TrainTest.mp4 56.68MB
  62. 04 - Machine Learning with Python/001 Supervised vs. Unsupervised Learning, and TrainTest_en.srt 19.41KB
  63. 04 - Machine Learning with Python/002 [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4 21.62MB
  64. 04 - Machine Learning with Python/002 [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression_en.srt 11.93KB
  65. 04 - Machine Learning with Python/003 Bayesian Methods Concepts.mp4 9.83MB
  66. 04 - Machine Learning with Python/003 Bayesian Methods Concepts_en.srt 8.11KB
  67. 04 - Machine Learning with Python/004 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4 81.39MB
  68. 04 - Machine Learning with Python/004 [Activity] Implementing a Spam Classifier with Naive Bayes_en.srt 16.58KB
  69. 04 - Machine Learning with Python/005 K-Means Clustering.mp4 26.02MB
  70. 04 - Machine Learning with Python/005 K-Means Clustering_en.srt 15.63KB
  71. 04 - Machine Learning with Python/006 [Activity] Clustering people based on income and age.mp4 21.99MB
  72. 04 - Machine Learning with Python/006 [Activity] Clustering people based on income and age_en.srt 11.11KB
  73. 04 - Machine Learning with Python/007 Measuring Entropy.mp4 12.14MB
  74. 04 - Machine Learning with Python/007 Measuring Entropy_en.srt 6.40KB
  75. 04 - Machine Learning with Python/008 [Activity] WINDOWS Installing Graphviz.mp4 949.28KB
  76. 04 - Machine Learning with Python/008 [Activity] WINDOWS Installing Graphviz_en.srt 872B
  77. 04 - Machine Learning with Python/009 [Activity] MAC Installing Graphviz.mp4 9.07MB
  78. 04 - Machine Learning with Python/009 [Activity] MAC Installing Graphviz_en.srt 1.81KB
  79. 04 - Machine Learning with Python/010 [Activity] LINUX Installing Graphviz.mp4 2.48MB
  80. 04 - Machine Learning with Python/010 [Activity] LINUX Installing Graphviz_en.srt 1.37KB
  81. 04 - Machine Learning with Python/011 Decision Trees Concepts.mp4 81.50MB
  82. 04 - Machine Learning with Python/011 Decision Trees Concepts_en.srt 18.68KB
  83. 04 - Machine Learning with Python/012 [Activity] Decision Trees Predicting Hiring Decisions.mp4 57.79MB
  84. 04 - Machine Learning with Python/012 [Activity] Decision Trees Predicting Hiring Decisions_en.srt 20.13KB
  85. 04 - Machine Learning with Python/013 Ensemble Learning.mp4 36.96MB
  86. 04 - Machine Learning with Python/013 Ensemble Learning_en.srt 12.73KB
  87. 04 - Machine Learning with Python/014 [Activity] XGBoost.mp4 79.28MB
  88. 04 - Machine Learning with Python/014 [Activity] XGBoost_en.srt 33.72KB
  89. 04 - Machine Learning with Python/015 Support Vector Machines (SVM) Overview.mp4 16.35MB
  90. 04 - Machine Learning with Python/015 Support Vector Machines (SVM) Overview_en.srt 9.50KB
  91. 04 - Machine Learning with Python/016 [Activity] Using SVM to cluster people using scikit-learn.mp4 38.49MB
  92. 04 - Machine Learning with Python/016 [Activity] Using SVM to cluster people using scikit-learn_en.srt 20.00KB
  93. 05 - Recommender Systems/001 User-Based Collaborative Filtering.mp4 81.69MB
  94. 05 - Recommender Systems/001 User-Based Collaborative Filtering_en.srt 17.34KB
  95. 05 - Recommender Systems/002 Item-Based Collaborative Filtering.mp4 23.20MB
  96. 05 - Recommender Systems/002 Item-Based Collaborative Filtering_en.srt 17.78KB
  97. 05 - Recommender Systems/003 [Activity] Finding Movie Similarities using Cosine Similarity.mp4 82.67MB
  98. 05 - Recommender Systems/003 [Activity] Finding Movie Similarities using Cosine Similarity_en.srt 17.87KB
  99. 05 - Recommender Systems/004 [Activity] Improving the Results of Movie Similarities.mp4 56.06MB
  100. 05 - Recommender Systems/004 [Activity] Improving the Results of Movie Similarities_en.srt 16.22KB
  101. 05 - Recommender Systems/005 [Activity] Making Movie Recommendations with Item-Based Collaborative Filtering.mp4 124.11MB
  102. 05 - Recommender Systems/005 [Activity] Making Movie Recommendations with Item-Based Collaborative Filtering_en.srt 20.25KB
  103. 05 - Recommender Systems/006 [Exercise] Improve the recommender's results.mp4 28.00MB
  104. 05 - Recommender Systems/006 [Exercise] Improve the recommender's results_en.srt 12.11KB
  105. 06 - More Data Mining and Machine Learning Techniques/001 K-Nearest-Neighbors Concepts.mp4 14.04MB
  106. 06 - More Data Mining and Machine Learning Techniques/001 K-Nearest-Neighbors Concepts_en.srt 7.87KB
  107. 06 - More Data Mining and Machine Learning Techniques/002 [Activity] Using KNN to predict a rating for a movie.mp4 85.54MB
  108. 06 - More Data Mining and Machine Learning Techniques/002 [Activity] Using KNN to predict a rating for a movie_en.srt 24.10KB
  109. 06 - More Data Mining and Machine Learning Techniques/003 Dimensionality Reduction; Principal Component Analysis (PCA).mp4 38.13MB
  110. 06 - More Data Mining and Machine Learning Techniques/003 Dimensionality Reduction; Principal Component Analysis (PCA)_en.srt 11.67KB
  111. 06 - More Data Mining and Machine Learning Techniques/004 [Activity] PCA Example with the Iris data set.mp4 65.77MB
  112. 06 - More Data Mining and Machine Learning Techniques/004 [Activity] PCA Example with the Iris data set_en.srt 17.94KB
  113. 06 - More Data Mining and Machine Learning Techniques/005 Data Warehousing Overview ETL and ELT.mp4 58.71MB
  114. 06 - More Data Mining and Machine Learning Techniques/005 Data Warehousing Overview ETL and ELT_en.srt 18.07KB
  115. 06 - More Data Mining and Machine Learning Techniques/006 Cat-and-Mouse-Example.url 103B
  116. 06 - More Data Mining and Machine Learning Techniques/006 Pac-Man-Example.url 108B
  117. 06 - More Data Mining and Machine Learning Techniques/006 Python-Markov-Decision-Process-Toolbox.url 82B
  118. 06 - More Data Mining and Machine Learning Techniques/006 Reinforcement Learning.mp4 125.18MB
  119. 06 - More Data Mining and Machine Learning Techniques/006 Reinforcement Learning_en.srt 25.34KB
  120. 06 - More Data Mining and Machine Learning Techniques/007 [Activity] Reinforcement Learning & Q-Learning with Gym.mp4 62.79MB
  121. 06 - More Data Mining and Machine Learning Techniques/007 [Activity] Reinforcement Learning & Q-Learning with Gym_en.srt 26.58KB
  122. 06 - More Data Mining and Machine Learning Techniques/008 Understanding a Confusion Matrix.mp4 7.38MB
  123. 06 - More Data Mining and Machine Learning Techniques/008 Understanding a Confusion Matrix_en.srt 11.63KB
  124. 06 - More Data Mining and Machine Learning Techniques/009 Measuring Classifiers (Precision, Recall, F1, ROC, AUC).mp4 11.67MB
  125. 06 - More Data Mining and Machine Learning Techniques/009 Measuring Classifiers (Precision, Recall, F1, ROC, AUC)_en.srt 12.69KB
  126. 06 - More Data Mining and Machine Learning Techniques/external-links.txt 325B
  127. 07 - Dealing with Real-World Data/001 BiasVariance Tradeoff.mp4 23.63MB
  128. 07 - Dealing with Real-World Data/001 BiasVariance Tradeoff_en.srt 12.77KB
  129. 07 - Dealing with Real-World Data/002 [Activity] K-Fold Cross-Validation to avoid overfitting.mp4 56.90MB
  130. 07 - Dealing with Real-World Data/002 [Activity] K-Fold Cross-Validation to avoid overfitting_en.srt 20.62KB
  131. 07 - Dealing with Real-World Data/003 Data Cleaning and Normalization.mp4 73.09MB
  132. 07 - Dealing with Real-World Data/003 Data Cleaning and Normalization_en.srt 16.18KB
  133. 07 - Dealing with Real-World Data/004 [Activity] Cleaning web log data.mp4 31.01MB
  134. 07 - Dealing with Real-World Data/004 [Activity] Cleaning web log data_en.srt 21.75KB
  135. 07 - Dealing with Real-World Data/005 Normalizing numerical data.mp4 10.32MB
  136. 07 - Dealing with Real-World Data/005 Normalizing numerical data_en.srt 7.17KB
  137. 07 - Dealing with Real-World Data/006 [Activity] Detecting outliers.mp4 27.15MB
  138. 07 - Dealing with Real-World Data/006 [Activity] Detecting outliers_en.srt 13.30KB
  139. 07 - Dealing with Real-World Data/007 Feature Engineering and the Curse of Dimensionality.mp4 14.56MB
  140. 07 - Dealing with Real-World Data/007 Feature Engineering and the Curse of Dimensionality_en.srt 13.94KB
  141. 07 - Dealing with Real-World Data/008 Imputation Techniques for Missing Data.mp4 18.20MB
  142. 07 - Dealing with Real-World Data/008 Imputation Techniques for Missing Data_en.srt 17.31KB
  143. 07 - Dealing with Real-World Data/009 Handling Unbalanced Data Oversampling, Undersampling, and SMOTE.mp4 17.43MB
  144. 07 - Dealing with Real-World Data/009 Handling Unbalanced Data Oversampling, Undersampling, and SMOTE_en.srt 11.83KB
  145. 07 - Dealing with Real-World Data/010 Binning, Transforming, Encoding, Scaling, and Shuffling.mp4 42.72MB
  146. 07 - Dealing with Real-World Data/010 Binning, Transforming, Encoding, Scaling, and Shuffling_en.srt 16.93KB
  147. 08 - Apache Spark Machine Learning on Big Data/001 Warning about Java 21+ and Spark 3!.html 389B
  148. 08 - Apache Spark Machine Learning on Big Data/002 Spark installation notes for MacOS and Linux users.html 3.10KB
  149. 08 - Apache Spark Machine Learning on Big Data/003 [Activity] Installing Spark.mp4 141.36MB
  150. 08 - Apache Spark Machine Learning on Big Data/003 [Activity] Installing Spark_en.srt 21.27KB
  151. 08 - Apache Spark Machine Learning on Big Data/004 Spark Introduction.mp4 24.96MB
  152. 08 - Apache Spark Machine Learning on Big Data/004 Spark Introduction_en.srt 19.17KB
  153. 08 - Apache Spark Machine Learning on Big Data/005 Spark and the Resilient Distributed Dataset (RDD).mp4 22.30MB
  154. 08 - Apache Spark Machine Learning on Big Data/005 Spark and the Resilient Distributed Dataset (RDD)_en.srt 24.21KB
  155. 08 - Apache Spark Machine Learning on Big Data/006 Introducing MLLib.mp4 14.65MB
  156. 08 - Apache Spark Machine Learning on Big Data/006 Introducing MLLib_en.srt 10.44KB
  157. 08 - Apache Spark Machine Learning on Big Data/007 Introduction to Decision Trees in Spark.mp4 133.95MB
  158. 08 - Apache Spark Machine Learning on Big Data/007 Introduction to Decision Trees in Spark_en.srt 33.11KB
  159. 08 - Apache Spark Machine Learning on Big Data/008 [Activity] K-Means Clustering in Spark.mp4 116.14MB
  160. 08 - Apache Spark Machine Learning on Big Data/008 [Activity] K-Means Clustering in Spark_en.srt 21.09KB
  161. 08 - Apache Spark Machine Learning on Big Data/009 TF IDF.mp4 65.66MB
  162. 08 - Apache Spark Machine Learning on Big Data/009 TF IDF_en.srt 13.36KB
  163. 08 - Apache Spark Machine Learning on Big Data/010 [Activity] Searching Wikipedia with Spark.mp4 84.01MB
  164. 08 - Apache Spark Machine Learning on Big Data/010 [Activity] Searching Wikipedia with Spark_en.srt 15.61KB
  165. 08 - Apache Spark Machine Learning on Big Data/011 [Activity] Using the Spark DataFrame API for MLLib.mp4 65.11MB
  166. 08 - Apache Spark Machine Learning on Big Data/011 [Activity] Using the Spark DataFrame API for MLLib_en.srt 15.11KB
  167. 09 - Experimental Design ML in the Real World/001 Deploying Models to Real-Time Systems.mp4 17.22MB
  168. 09 - Experimental Design ML in the Real World/001 Deploying Models to Real-Time Systems_en.srt 18.76KB
  169. 09 - Experimental Design ML in the Real World/002 AB Testing Concepts.mp4 32.02MB
  170. 09 - Experimental Design ML in the Real World/002 AB Testing Concepts_en.srt 18.69KB
  171. 09 - Experimental Design ML in the Real World/003 T-Tests and P-Values.mp4 14.08MB
  172. 09 - Experimental Design ML in the Real World/003 T-Tests and P-Values_en.srt 12.26KB
  173. 09 - Experimental Design ML in the Real World/004 [Activity] Hands-on With T-Tests.mp4 47.77MB
  174. 09 - Experimental Design ML in the Real World/004 [Activity] Hands-on With T-Tests_en.srt 12.35KB
  175. 09 - Experimental Design ML in the Real World/005 Determining How Long to Run an Experiment.mp4 9.75MB
  176. 09 - Experimental Design ML in the Real World/005 Determining How Long to Run an Experiment_en.srt 7.70KB
  177. 09 - Experimental Design ML in the Real World/006 AB Test Gotchas.mp4 91.73MB
  178. 09 - Experimental Design ML in the Real World/006 AB Test Gotchas_en.srt 20.95KB
  179. 09 - Experimental Design ML in the Real World/[CourseClub.Me].url 122B
  180. 09 - Experimental Design ML in the Real World/[GigaCourse.Com].url 49B
  181. 10 - Deep Learning and Neural Networks/001 Deep Learning Pre-Requisites.mp4 70.40MB
  182. 10 - Deep Learning and Neural Networks/001 Deep Learning Pre-Requisites_en.srt 26.05KB
  183. 10 - Deep Learning and Neural Networks/002 The History of Artificial Neural Networks.mp4 68.87MB
  184. 10 - Deep Learning and Neural Networks/002 The History of Artificial Neural Networks_en.srt 24.16KB
  185. 10 - Deep Learning and Neural Networks/003 [Activity] Deep Learning in the Tensorflow Playground.mp4 55.69MB
  186. 10 - Deep Learning and Neural Networks/003 [Activity] Deep Learning in the Tensorflow Playground_en.srt 23.97KB
  187. 10 - Deep Learning and Neural Networks/004 Deep Learning Details.mp4 30.90MB
  188. 10 - Deep Learning and Neural Networks/004 Deep Learning Details_en.srt 20.88KB
  189. 10 - Deep Learning and Neural Networks/005 Introducing Tensorflow.mp4 46.63MB
  190. 10 - Deep Learning and Neural Networks/005 Introducing Tensorflow_en.srt 26.57KB
  191. 10 - Deep Learning and Neural Networks/006 [Activity] Using Tensorflow, Part 1.mp4 107.70MB
  192. 10 - Deep Learning and Neural Networks/006 [Activity] Using Tensorflow, Part 1_en.srt 27.67KB
  193. 10 - Deep Learning and Neural Networks/007 [Activity] Using Tensorflow, Part 2.mp4 95.13MB
  194. 10 - Deep Learning and Neural Networks/007 [Activity] Using Tensorflow, Part 2_en.srt 24.87KB
  195. 10 - Deep Learning and Neural Networks/008 [Activity] Introducing Keras.mp4 72.03MB
  196. 10 - Deep Learning and Neural Networks/008 [Activity] Introducing Keras_en.srt 28.63KB
  197. 10 - Deep Learning and Neural Networks/009 [Activity] Using Keras to Predict Political Affiliations.mp4 88.85MB
  198. 10 - Deep Learning and Neural Networks/009 [Activity] Using Keras to Predict Political Affiliations_en.srt 25.36KB
  199. 10 - Deep Learning and Neural Networks/010 Convolutional Neural Networks (CNN's).mp4 58.73MB
  200. 10 - Deep Learning and Neural Networks/010 Convolutional Neural Networks (CNN's)_en.srt 24.85KB
  201. 10 - Deep Learning and Neural Networks/011 [Activity] Using CNN's for handwriting recognition.mp4 52.82MB
  202. 10 - Deep Learning and Neural Networks/011 [Activity] Using CNN's for handwriting recognition_en.srt 16.80KB
  203. 10 - Deep Learning and Neural Networks/012 Recurrent Neural Networks (RNN's).mp4 32.81MB
  204. 10 - Deep Learning and Neural Networks/012 Recurrent Neural Networks (RNN's)_en.srt 22.97KB
  205. 10 - Deep Learning and Neural Networks/013 [Activity] Using a RNN for sentiment analysis.mp4 73.55MB
  206. 10 - Deep Learning and Neural Networks/013 [Activity] Using a RNN for sentiment analysis_en.srt 20.70KB
  207. 10 - Deep Learning and Neural Networks/014 [Activity] Transfer Learning.mp4 111.05MB
  208. 10 - Deep Learning and Neural Networks/014 [Activity] Transfer Learning_en.srt 25.28KB
  209. 10 - Deep Learning and Neural Networks/015 Tuning Neural Networks Learning Rate and Batch Size Hyperparameters.mp4 8.50MB
  210. 10 - Deep Learning and Neural Networks/015 Tuning Neural Networks Learning Rate and Batch Size Hyperparameters_en.srt 10.32KB
  211. 10 - Deep Learning and Neural Networks/016 Deep Learning Regularization with Dropout and Early Stopping.mp4 19.84MB
  212. 10 - Deep Learning and Neural Networks/016 Deep Learning Regularization with Dropout and Early Stopping_en.srt 13.89KB
  213. 10 - Deep Learning and Neural Networks/017 The Ethics of Deep Learning.mp4 120.50MB
  214. 10 - Deep Learning and Neural Networks/017 The Ethics of Deep Learning_en.srt 24.95KB
  215. 11 - Generative Models/001 Variational Auto-Encoders (VAE's) - how they work.mp4 42.88MB
  216. 11 - Generative Models/001 Variational Auto-Encoders (VAE's) - how they work_en.srt 21.64KB
  217. 11 - Generative Models/002 Variational Auto-Encoders (VAE) - Hands-on with Fashion MNIST.mp4 148.84MB
  218. 11 - Generative Models/002 Variational Auto-Encoders (VAE) - Hands-on with Fashion MNIST_en.srt 54.65KB
  219. 11 - Generative Models/002 VariationalAutoEncoders.ipynb 1.33MB
  220. 11 - Generative Models/003 Generative Adversarial Networks (GAN's) - How they work.mp4 15.24MB
  221. 11 - Generative Models/003 Generative Adversarial Networks (GAN's) - How they work_en.srt 15.94KB
  222. 11 - Generative Models/004 Generative Adversarial Networks (GAN's) - Playing with some demos.mp4 86.14MB
  223. 11 - Generative Models/004 Generative Adversarial Networks (GAN's) - Playing with some demos_en.srt 21.68KB
  224. 11 - Generative Models/005 GAN-on-Fashion-MNIST.ipynb 3.75MB
  225. 11 - Generative Models/005 Generative Adversarial Networks (GAN's) - Hands-on with Fashion MNIST.mp4 126.11MB
  226. 11 - Generative Models/005 Generative Adversarial Networks (GAN's) - Hands-on with Fashion MNIST_en.srt 32.64KB
  227. 11 - Generative Models/006 Learning More about Deep Learning.mp4 20.21MB
  228. 11 - Generative Models/006 Learning More about Deep Learning_en.srt 3.79KB
  229. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/001 The Transformer Architecture (encoders, decoders, and self-attention.).mp4 44.20MB
  230. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/001 The Transformer Architecture (encoders, decoders, and self-attention.)_en.srt 22.26KB
  231. 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 41.50MB
  232. 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 21.69KB
  233. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/003 Applications of Transformers (GPT).mp4 20.19MB
  234. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/003 Applications of Transformers (GPT)_en.srt 10.10KB
  235. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/004 How GPT Works, Part 1 The GPT Transformer Architecture.mp4 30.27MB
  236. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/004 How GPT Works, Part 1 The GPT Transformer Architecture_en.srt 16.02KB
  237. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/005 How GPT Works, Part 2 Tokenization, Positional Encoding, Embedding.mp4 28.55MB
  238. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/005 How GPT Works, Part 2 Tokenization, Positional Encoding, Embedding_en.srt 10.77KB
  239. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/006 Fine Tuning Transfer Learning with Transformers.mp4 11.52MB
  240. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/006 Fine Tuning Transfer Learning with Transformers_en.srt 5.49KB
  241. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/007 Transformers-MLCourse.ipynb 6.69MB
  242. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/007 [Activity] Tokenization with Google CoLab and HuggingFace.mp4 78.96MB
  243. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/007 [Activity] Tokenization with Google CoLab and HuggingFace_en.srt 18.61KB
  244. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/008 [Activity] Positional Encoding.mp4 15.97MB
  245. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/008 [Activity] Positional Encoding_en.srt 4.30KB
  246. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/009 [Activity] Masked, Multi-Headed Self Attention with BERT, BERTViz, and exBERT.mp4 39.78MB
  247. 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 12.76KB
  248. 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 69.34MB
  249. 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 10.76KB
  250. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/011 [Activity] Fine Tuning GPT with the IMDb dataset.mp4 85.20MB
  251. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/011 [Activity] Fine Tuning GPT with the IMDb dataset_en.srt 13.39KB
  252. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/012 From GPT to ChatGPT Deep Reinforcement Learning, Proximal Policy Gradients.mp4 51.12MB
  253. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/012 From GPT to ChatGPT Deep Reinforcement Learning, Proximal Policy Gradients_en.srt 15.91KB
  254. 12 - Generative AI GPT, ChatGPT, Transformers, Self Attention Based Neural Networks/013 From GPT to ChatGPT Reinforcement Learning from Human Feedback and Moderation.mp4 37.75MB
  255. 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 12.84KB
  256. 13 - The OpenAI API (Developing with GPT and ChatGPT)/001 Chat-Completions.py 1.15KB
  257. 13 - The OpenAI API (Developing with GPT and ChatGPT)/001 [Activity] The OpenAI Chat Completions API.mp4 70.44MB
  258. 13 - The OpenAI API (Developing with GPT and ChatGPT)/001 [Activity] The OpenAI Chat Completions API_en.srt 24.86KB
  259. 13 - The OpenAI API (Developing with GPT and ChatGPT)/002 Functions.py 3.45KB
  260. 13 - The OpenAI API (Developing with GPT and ChatGPT)/002 [Activity] Using Tools and Functions in the OpenAI Chat Completion API.mp4 61.23MB
  261. 13 - The OpenAI API (Developing with GPT and ChatGPT)/002 [Activity] Using Tools and Functions in the OpenAI Chat Completion API_en.srt 19.08KB
  262. 13 - The OpenAI API (Developing with GPT and ChatGPT)/003 Image.py 664B
  263. 13 - The OpenAI API (Developing with GPT and ChatGPT)/003 [Activity] The Images (DALL-E) API in OpenAI.mp4 29.59MB
  264. 13 - The OpenAI API (Developing with GPT and ChatGPT)/003 [Activity] The Images (DALL-E) API in OpenAI_en.srt 8.80KB
  265. 13 - The OpenAI API (Developing with GPT and ChatGPT)/004 Embedding.py 964B
  266. 13 - The OpenAI API (Developing with GPT and ChatGPT)/004 [Activity] The Embeddings API in OpenAI Finding similarities between words.mp4 32.93MB
  267. 13 - The OpenAI API (Developing with GPT and ChatGPT)/004 [Activity] The Embeddings API in OpenAI Finding similarities between words_en.srt 13.29KB
  268. 13 - The OpenAI API (Developing with GPT and ChatGPT)/005 The Legacy Fine-Tuning API for GPT Models in OpenAI.mp4 29.42MB
  269. 13 - The OpenAI API (Developing with GPT and ChatGPT)/005 The Legacy Fine-Tuning API for GPT Models in OpenAI_en.srt 11.45KB
  270. 13 - The OpenAI API (Developing with GPT and ChatGPT)/006 [Demo] Fine-Tuning OpenAI's Davinci Model to simulate Data from Star Trek.mp4 170.75MB
  271. 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 35.28KB
  272. 13 - The OpenAI API (Developing with GPT and ChatGPT)/006 extract-script.py 1.88KB
  273. 13 - The OpenAI API (Developing with GPT and ChatGPT)/007 MakingData.ipynb 13.57KB
  274. 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 318.98MB
  275. 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 45.87KB
  276. 13 - The OpenAI API (Developing with GPT and ChatGPT)/008 Moderation.py 166B
  277. 13 - The OpenAI API (Developing with GPT and ChatGPT)/008 [Activity] The OpenAI Moderation API.mp4 17.15MB
  278. 13 - The OpenAI API (Developing with GPT and ChatGPT)/009 Audio.py 445B
  279. 13 - The OpenAI API (Developing with GPT and ChatGPT)/009 [Activity] The OpenAI Audio API (speech to text).mp4 28.72MB
  280. 13 - The OpenAI API (Developing with GPT and ChatGPT)/009 [Activity] The OpenAI Audio API (speech to text)_en.srt 8.16KB
  281. 14 - Retrieval Augmented Generation (RAG)/001 Retrieval Augmented Generation (RAG) How it works, with some examples.mp4 92.89MB
  282. 14 - Retrieval Augmented Generation (RAG)/001 Retrieval Augmented Generation (RAG) How it works, with some examples_en.srt 37.23KB
  283. 14 - Retrieval Augmented Generation (RAG)/002 Data-RAG.ipynb 100.43KB
  284. 14 - Retrieval Augmented Generation (RAG)/002 Demo Using Retrieval Augmented Generation (RAG) to simulate Data from Star Trek.mp4 184.47MB
  285. 14 - Retrieval Augmented Generation (RAG)/002 Demo Using Retrieval Augmented Generation (RAG) to simulate Data from Star Trek_en.srt 40.71KB
  286. 15 - Final Project/001 Your final project assignment Mammogram Classification.mp4 51.60MB
  287. 15 - Final Project/001 Your final project assignment Mammogram Classification_en.srt 14.35KB
  288. 15 - Final Project/002 Final project review.mp4 64.49MB
  289. 15 - Final Project/002 Final project review_en.srt 22.27KB
  290. 15 - Final Project/[CourseClub.Me].url 122B
  291. 15 - Final Project/[GigaCourse.Com].url 49B
  292. 16 - You made it!/001 More to Explore.mp4 33.99MB
  293. 16 - You made it!/001 More to Explore_en.srt 6.82KB
  294. 16 - You made it!/002 Don't Forget to Leave a Rating!.html 564B
  295. 16 - You made it!/003 Bonus Lecture.html 9.23KB
  296. [CourseClub.Me].url 122B
  297. [GigaCourse.Com].url 49B