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  1. 1 - Introduction/1 - Introduction.mp4 69.9 MB
  2. 2 - Setting up the Environment/2 - Installing Anaconda.mp4 29.5 MB
  3. 2 - Setting up the Environment/3 - Jupyter Dashboard Part 1.mp4 10.2 MB
  4. 2 - Setting up the Environment/4 - Jupyter Dashboard Part 2.mp4 21.0 MB
  5. 2 - Setting up the Environment/5 - Installing the relevant packages.mp4 22.8 MB
  6. 3 - Naïve Bayes/1 - Bayes Thought Experiment.html 0 bytes
  7. 3 - Naïve Bayes/10 - The HamorSpam Example.mp4 66.9 MB
  8. 3 - Naïve Bayes/11 - The HamorSpam Example Assignment.html 184 bytes
  9. 3 - Naïve Bayes/12 - Notebooks-and-Dataset.zip 168.9 KB
  10. 3 - Naïve Bayes/12 - The YouTube Dataset Creating the Data Frame.mp4 33.8 MB
  11. 3 - Naïve Bayes/13 - CountVectorizer.mp4 37.0 MB
  12. 3 - Naïve Bayes/14 - The YouTube Dataset Preprocessing.mp4 44.0 MB
  13. 3 - Naïve Bayes/15 - Exercise-1-solution.ipynb 7.6 KB
  14. 3 - Naïve Bayes/15 - Exercise-1.ipynb 7.0 KB
  15. 3 - Naïve Bayes/15 - The YouTube Dataset Preprocessing Assignment.html 60 bytes
  16. 3 - Naïve Bayes/15 - youtube-dataset.zip 158.8 KB
  17. 3 - Naïve Bayes/16 - The YouTube Dataset Classification.mp4 23.7 MB
  18. 3 - Naïve Bayes/17 - Exercise-2-solution.ipynb 7.7 KB
  19. 3 - Naïve Bayes/17 - Exercise-2.ipynb 8.0 KB
  20. 3 - Naïve Bayes/17 - The YouTube Dataset Classification Assignment.html 60 bytes
  21. 3 - Naïve Bayes/17 - youtube-dataset.zip 158.8 KB
  22. 3 - Naïve Bayes/18 - The YouTube Dataset Confusion Matrix.mp4 17.8 MB
  23. 3 - Naïve Bayes/19 - The YouTube Dataset Accuracy Precision Recall and the F1 score.mp4 37.7 MB
  24. 3 - Naïve Bayes/2 - Bayes Theorem.html 0 bytes
  25. 3 - Naïve Bayes/20 - The YouTube Dataset Changing the Priors.mp4 40.3 MB
  26. 3 - Naïve Bayes/21 - 365-ML-infographic.pdf 13.8 MB
  27. 3 - Naïve Bayes/21 - Exercise-3-solution.ipynb 7.2 KB
  28. 3 - Naïve Bayes/21 - Exercise-3.ipynb 3.8 KB
  29. 3 - Naïve Bayes/21 - Machine-Learning-with-Naive-Bayes-Course-Notes-365-Data-Science.pdf 518.6 KB
  30. 3 - Naïve Bayes/21 - Naïve Bayes Assignment.html 60 bytes
  31. 3 - Naïve Bayes/3 - The HamorSpam Example.html 0 bytes
  32. 3 - Naïve Bayes/6 - 365-ML-infographic.pdf 13.8 MB
  33. 3 - Naïve Bayes/6 - Machine-Learning-with-Naive-Bayes-Course-Notes-365-Data-Science.pdf 518.6 KB
  34. 3 - Naïve Bayes/6 - Motivation.mp4 43.4 MB
  35. 3 - Naïve Bayes/7 - Bayes Thought Experiment.mp4 33.7 MB
  36. 3 - Naïve Bayes/8 - Bayes Thought Experiment Assignment.html 90 bytes
  37. 3 - Naïve Bayes/9 - Bayes Theorem.mp4 65.9 MB
  38. 3 - Naïve Bayes/Download Paid Udemy Courses For Free.url 116 bytes
  39. 3 - Naïve Bayes/How can you help GFC.txt 286 bytes
  40. 4 - KNearest Neighbors/22 - 365-ML-infographic.pdf 13.8 MB
  41. 4 - KNearest Neighbors/22 - Machine-Learning-with-K-Nearest-Neighbors-Course-Notes-365-Data-Science.pdf 448.5 KB
  42. 4 - KNearest Neighbors/22 - Motivation.mp4 24.4 MB
  43. 4 - KNearest Neighbors/23 - Math Prerequisites Distance Metrics.mp4 27.8 MB
  44. 4 - KNearest Neighbors/24 - KNeighborsClassifier-Notebooks.zip 9.5 KB
  45. 4 - KNearest Neighbors/24 - Random Dataset Generating the Dataset.mp4 16.9 MB
  46. 4 - KNearest Neighbors/25 - Random Dataset Visualizing the Dataset.mp4 28.2 MB
  47. 4 - KNearest Neighbors/26 - Random Dataset Classification.mp4 50.6 MB
  48. 4 - KNearest Neighbors/27 - Random Dataset How to Break a Tie.mp4 26.8 MB
  49. 4 - KNearest Neighbors/28 - Random Dataset Decision Regions.mp4 46.0 MB
  50. 4 - KNearest Neighbors/29 - Random Dataset Choosing the Best Kvalue.mp4 32.6 MB
  51. 4 - KNearest Neighbors/30 - Random Dataset Grid Search.mp4 27.9 MB
  52. 4 - KNearest Neighbors/31 - Random Dataset Model Performance.mp4 21.2 MB
  53. 4 - KNearest Neighbors/32 - KNeighbors Classifier Assignment.html 60 bytes
  54. 4 - KNearest Neighbors/32 - KNeighborsClassifier-Exercise.zip 7.9 KB
  55. 4 - KNearest Neighbors/33 - KNeighborsRegressor-Notebooks.zip 4.7 KB
  56. 4 - KNearest Neighbors/33 - Theory with a Practical Example.mp4 43.7 MB
  57. 4 - KNearest Neighbors/34 - KNN vs Linear Regression A Linear Problem.mp4 46.7 MB
  58. 4 - KNearest Neighbors/34 - LinearProblem-Notebooks.zip 5.4 KB
  59. 4 - KNearest Neighbors/35 - KNN vs Linear Regression A Nonlinear Problem.mp4 33.1 MB
  60. 4 - KNearest Neighbors/35 - NonLinearProblem-Notebooks.zip 5.8 KB
  61. 4 - KNearest Neighbors/36 - KNeighbors Regressor Assignment.html 60 bytes
  62. 4 - KNearest Neighbors/36 - KNeighborsRegressor-Exercise.zip 290.7 KB
  63. 4 - KNearest Neighbors/37 - 365-ML-infographic.pdf 13.8 MB
  64. 4 - KNearest Neighbors/37 - Machine-Learning-with-K-Nearest-Neighbors-Course-Notes-365-Data-Science.pdf 448.5 KB
  65. 4 - KNearest Neighbors/37 - Pros and Cons.mp4 55.2 MB
  66. 4 - KNearest Neighbors/4 - Motivation.html 0 bytes
  67. 4 - KNearest Neighbors/5 - Math Prerequisites Distance Metrics.html 0 bytes
  68. 5 - Decision Trees and Random Forests/38 - Course-Notes-Decision-Trees-and-Random-Forests.pdf 1006.3 KB
  69. 5 - Decision Trees and Random Forests/38 - What is a Tree in Computer Science.mp4 34.8 MB
  70. 5 - Decision Trees and Random Forests/39 - The Concept of Decision Trees.mp4 31.6 MB
  71. 5 - Decision Trees and Random Forests/40 - Decision Trees in Machine Learning.mp4 47.3 MB
  72. 5 - Decision Trees and Random Forests/41 - Decision Trees Pros and Cons.mp4 69.1 MB
  73. 5 - Decision Trees and Random Forests/42 - Practical Example The Iris Dataset.mp4 21.8 MB
  74. 5 - Decision Trees and Random Forests/43 - 5.6.Creating-a-Decision-Tree.ipynb 10.3 KB
  75. 5 - Decision Trees and Random Forests/43 - Practical Example Creating a Decision Tree.mp4 32.8 MB
  76. 5 - Decision Trees and Random Forests/44 - 5.7.Full-Iris-code.ipynb 246.2 KB
  77. 5 - Decision Trees and Random Forests/44 - Practical Example Plotting the Tree.mp4 43.0 MB
  78. 5 - Decision Trees and Random Forests/45 - Decision Tree Metrics Intuition Gini Inpurity.mp4 53.2 MB
  79. 5 - Decision Trees and Random Forests/46 - Decision Tree Metrics Information Gain.mp4 26.4 MB
  80. 5 - Decision Trees and Random Forests/47 - Tree Pruning Dealing with Overfitting.mp4 39.4 MB
  81. 5 - Decision Trees and Random Forests/48 - Random Forest as Ensemble Learning.mp4 32.0 MB
  82. 5 - Decision Trees and Random Forests/49 - Bootstrapping.mp4 29.9 MB
  83. 5 - Decision Trees and Random Forests/50 - From Bootstrapping to Random Forests.mp4 25.9 MB
  84. 5 - Decision Trees and Random Forests/51 - 5.14.Random-Forest-Code-Glass-Dataset.ipynb 12.7 KB
  85. 5 - Decision Trees and Random Forests/51 - Glass-dataset.zip 3.7 KB
  86. 5 - Decision Trees and Random Forests/51 - Random Forest in Code Glass Dataset.mp4 52.8 MB
  87. 5 - Decision Trees and Random Forests/52 - 5.15.Census-Data-Preprocessing.ipynb 69.8 KB
  88. 5 - Decision Trees and Random Forests/52 - Census Data and Income Preprocessing.mp4 59.6 MB
  89. 5 - Decision Trees and Random Forests/52 - Census-Income-Dataset.zip 612.3 KB
  90. 5 - Decision Trees and Random Forests/53 - 5.16.Census-Data-Decision-Tree.ipynb 444.8 KB
  91. 5 - Decision Trees and Random Forests/53 - Training the Decision Tree.mp4 27.3 MB
  92. 5 - Decision Trees and Random Forests/54 - 5.17.Census-Data-Random-Forest.ipynb 75.7 KB
  93. 5 - Decision Trees and Random Forests/54 - Course-Notes-Decision-Trees-and-Random-Forests.pdf 1006.3 KB
  94. 5 - Decision Trees and Random Forests/54 - Training the Random Forest.mp4 27.2 MB
  95. 6 - Support Vector Machines/55 - 365-ML-infographic.pdf 13.8 MB
  96. 6 - Support Vector Machines/55 - Introduction to Support Vector Machines.mp4 62.4 MB
  97. 6 - Support Vector Machines/56 - Linearly separable classes hard margin problem.mp4 59.2 MB
  98. 6 - Support Vector Machines/57 - Nonlinearly separable classes soft margin problem.mp4 49.8 MB
  99. 6 - Support Vector Machines/58 - Kernels Intuition.mp4 77.1 MB
  100. 6 - Support Vector Machines/59 - Intro to the practical case.mp4 31.5 MB
  101. 6 - Support Vector Machines/59 - mushrooms-full-dataset.csv 357.3 KB
  102. 6 - Support Vector Machines/6 - Intro to SVMs.html 0 bytes
  103. 6 - Support Vector Machines/60 - 3.1-Support-Vector-Machines-Classification-Notebook.ipynb 5.8 KB
  104. 6 - Support Vector Machines/60 - Preprocessing the data.mp4 15.1 MB
  105. 6 - Support Vector Machines/61 - Splitting the data into train and test and rescaling.mp4 16.4 MB
  106. 6 - Support Vector Machines/62 - Implementing a linear SVM.mp4 12.7 MB
  107. 6 - Support Vector Machines/63 - Analyzing the results– Confusion Matrix Precision and Recall.mp4 28.2 MB
  108. 6 - Support Vector Machines/64 - Crossvalidation.mp4 76.5 MB
  109. 6 - Support Vector Machines/65 - 3.8-Support-Vector-Machines-Classification-complete.ipynb 34.8 KB
  110. 6 - Support Vector Machines/65 - Choosing the kernels and C values for crossvalidation.mp4 18.8 MB
  111. 6 - Support Vector Machines/66 - Hyperparameter tuning using GridSearchCV.mp4 35.1 MB
  112. 6 - Support Vector Machines/67 - Social-Purchase-SVMs-Assignment-3-Solution.ipynb 316.4 KB
  113. 6 - Support Vector Machines/67 - Social-Purchase-SVMs-Assignment-3.ipynb 316.5 KB
  114. 6 - Support Vector Machines/67 - Support Vector Machines Assignment.html 509 bytes
  115. 6 - Support Vector Machines/67 - social.csv 13.0 KB
  116. 6 - Support Vector Machines/7 - Hard margin problem.html 0 bytes
  117. 6 - Support Vector Machines/8 - Kernels.html 0 bytes
  118. 6 - Support Vector Machines/9 - Implementing a linear SVM.html 0 bytes
  119. 6 - Support Vector Machines/Download Paid Udemy Courses For Free.url 116 bytes
  120. 6 - Support Vector Machines/How can you help GFC.txt 286 bytes
  121. 7 - Ridge and Lasso Regression/10 - Ridge Regression Mechanics.html 0 bytes
  122. 7 - Ridge and Lasso Regression/11 - Lasso Regression Basics.html 0 bytes
  123. 7 - Ridge and Lasso Regression/12 - Crossvalidation for Choosing a Tuning Parameter.html 0 bytes
  124. 7 - Ridge and Lasso Regression/68 - 365-ML-infographic.pdf 13.8 MB
  125. 7 - Ridge and Lasso Regression/68 - Regression Analysis Overview.mp4 29.4 MB
  126. 7 - Ridge and Lasso Regression/69 - Overfitting and Multicollinearity.mp4 28.2 MB
  127. 7 - Ridge and Lasso Regression/70 - Introduction to Regularization.mp4 26.0 MB
  128. 7 - Ridge and Lasso Regression/71 - Ridge Regression Basics.mp4 43.2 MB
  129. 7 - Ridge and Lasso Regression/72 - Ridge Regression Mechanics.mp4 46.7 MB
  130. 7 - Ridge and Lasso Regression/73 - Regularization in More Complicated Scenarios.mp4 21.0 MB
  131. 7 - Ridge and Lasso Regression/74 - Lasso Regression Basics.mp4 21.6 MB
  132. 7 - Ridge and Lasso Regression/75 - Lasso Regression vs Ridge Regression.mp4 33.9 MB
  133. 7 - Ridge and Lasso Regression/76 - Hitters-Data-Legend.xlsx 11.4 KB
  134. 7 - Ridge and Lasso Regression/76 - Hitters.csv 20.4 KB
  135. 7 - Ridge and Lasso Regression/76 - Multiple-Linear-Regression-Ridge-Lasso-Hitters.ipynb 11.7 KB
  136. 7 - Ridge and Lasso Regression/76 - The Hitters Dataset Preprocessing and Preparation.mp4 46.0 MB
  137. 7 - Ridge and Lasso Regression/77 - Exploratory Data Analysis.mp4 37.0 MB
  138. 7 - Ridge and Lasso Regression/78 - Performing Linear Regression.mp4 52.9 MB
  139. 7 - Ridge and Lasso Regression/79 - Crossvalidation for Choosing a Tuning Parameter.mp4 30.5 MB
  140. 7 - Ridge and Lasso Regression/80 - Performing Ridge Regression with Crossvalidation.mp4 31.0 MB
  141. 7 - Ridge and Lasso Regression/81 - Performing Lasso Regression with Crossvalidation.mp4 31.0 MB
  142. 7 - Ridge and Lasso Regression/82 - Comparing the Results.mp4 31.0 MB
  143. 7 - Ridge and Lasso Regression/83 - Exercise-Solutions.ipynb 46.9 KB
  144. 7 - Ridge and Lasso Regression/83 - Exercise.ipynb 5.8 KB
  145. 7 - Ridge and Lasso Regression/83 - Replacing the Missing Values in the DataFrame.mp4 21.2 MB
  146. Download Paid Udemy Courses For Free.url 116 bytes
  147. How can you help GFC.txt 286 bytes

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