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  1. 1. Introduction/1. Course Outline.mp4 40.7 MB
  2. 1. Introduction/1. Course Outline.srt 9.2 KB
  3. 1. Introduction/2. Join Our Online Classroom!.html 2.2 KB
  4. 1. Introduction/3. Exercise Meet The Community.html 2.5 KB
  5. 1. Introduction/4. Your First Day.mp4 8.2 MB
  6. 1. Introduction/4. Your First Day.srt 5.3 KB
  7. 10. Supervised Learning Classification + Regression/1. Milestone Projects!.html 738 bytes
  8. 11. Milestone Project 1 Supervised Learning (Binary Classification)/1. Section Overview.mp4 10.2 MB
  9. 11. Milestone Project 1 Supervised Learning (Binary Classification)/1. Section Overview.srt 3.1 KB
  10. 11. Milestone Project 1 Supervised Learning (Binary Classification)/10. Preparing Our Data For Machine Learning.mp4 72.6 MB
  11. 11. Milestone Project 1 Supervised Learning (Binary Classification)/10. Preparing Our Data For Machine Learning.srt 12.0 KB
  12. 11. Milestone Project 1 Supervised Learning (Binary Classification)/11. Choosing The Right Models.mp4 96.4 MB
  13. 11. Milestone Project 1 Supervised Learning (Binary Classification)/11. Choosing The Right Models.srt 13.0 KB
  14. 11. Milestone Project 1 Supervised Learning (Binary Classification)/12. Experimenting With Machine Learning Models.mp4 55.3 MB
  15. 11. Milestone Project 1 Supervised Learning (Binary Classification)/12. Experimenting With Machine Learning Models.srt 9.6 KB
  16. 11. Milestone Project 1 Supervised Learning (Binary Classification)/13. TuningImproving Our Model.mp4 102.8 MB
  17. 11. Milestone Project 1 Supervised Learning (Binary Classification)/13. TuningImproving Our Model.srt 17.6 KB
  18. 11. Milestone Project 1 Supervised Learning (Binary Classification)/14. Tuning Hyperparameters.mp4 108.0 MB
  19. 11. Milestone Project 1 Supervised Learning (Binary Classification)/14. Tuning Hyperparameters.srt 15.7 KB
  20. 11. Milestone Project 1 Supervised Learning (Binary Classification)/15. Tuning Hyperparameters 2.mp4 104.1 MB
  21. 11. Milestone Project 1 Supervised Learning (Binary Classification)/15. Tuning Hyperparameters 2.srt 15.1 KB
  22. 11. Milestone Project 1 Supervised Learning (Binary Classification)/16. Tuning Hyperparameters 3.mp4 63.0 MB
  23. 11. Milestone Project 1 Supervised Learning (Binary Classification)/16. Tuning Hyperparameters 3.srt 9.9 KB
  24. 11. Milestone Project 1 Supervised Learning (Binary Classification)/17. Evaluating Our Model.mp4 71.6 MB
  25. 11. Milestone Project 1 Supervised Learning (Binary Classification)/17. Evaluating Our Model.srt 15.1 KB
  26. 11. Milestone Project 1 Supervised Learning (Binary Classification)/18. Evaluating Our Model 2.mp4 41.5 MB
  27. 11. Milestone Project 1 Supervised Learning (Binary Classification)/18. Evaluating Our Model 2.srt 7.4 KB
  28. 11. Milestone Project 1 Supervised Learning (Binary Classification)/19. Evaluating Our Model 3.mp4 64.8 MB
  29. 11. Milestone Project 1 Supervised Learning (Binary Classification)/19. Evaluating Our Model 3.srt 11.5 KB
  30. 11. Milestone Project 1 Supervised Learning (Binary Classification)/2. Project Overview.mp4 34.4 MB
  31. 11. Milestone Project 1 Supervised Learning (Binary Classification)/2. Project Overview.srt 10.0 KB
  32. 11. Milestone Project 1 Supervised Learning (Binary Classification)/2.1 End-to-end Heart Disease Classification Notebook (same as in videos).html 207 bytes
  33. 11. Milestone Project 1 Supervised Learning (Binary Classification)/2.2 Structured Data Projects on GitHub.html 155 bytes
  34. 11. Milestone Project 1 Supervised Learning (Binary Classification)/2.3 End-to-end Heart Disease Classification Notebook (with annotations).html 201 bytes
  35. 11. Milestone Project 1 Supervised Learning (Binary Classification)/20. Finding The Most Important Features.mp4 127.5 MB
  36. 11. Milestone Project 1 Supervised Learning (Binary Classification)/20. Finding The Most Important Features.srt 22.3 KB
  37. 11. Milestone Project 1 Supervised Learning (Binary Classification)/21. Reviewing The Project.mp4 86.1 MB
  38. 11. Milestone Project 1 Supervised Learning (Binary Classification)/21. Reviewing The Project.srt 13.8 KB
  39. 11. Milestone Project 1 Supervised Learning (Binary Classification)/21.1 End-to-end Heart Disease Classification Notebook (with annotations).html 201 bytes
  40. 11. Milestone Project 1 Supervised Learning (Binary Classification)/21.2 End-to-end Heart Disease Classification Notebook (same as in videos).html 207 bytes
  41. 11. Milestone Project 1 Supervised Learning (Binary Classification)/3. Project Environment Setup.mp4 100.8 MB
  42. 11. Milestone Project 1 Supervised Learning (Binary Classification)/3. Project Environment Setup.mp4.jpg 214.5 KB
  43. 11. Milestone Project 1 Supervised Learning (Binary Classification)/3. Project Environment Setup.srt 14.4 KB
  44. 11. Milestone Project 1 Supervised Learning (Binary Classification)/3. Project Environment Setup.txt 239 bytes
  45. 11. Milestone Project 1 Supervised Learning (Binary Classification)/4. Step 1~4 Framework Setup.mp4 105.5 MB
  46. 11. Milestone Project 1 Supervised Learning (Binary Classification)/4. Step 1~4 Framework Setup.srt 16.6 KB
  47. 11. Milestone Project 1 Supervised Learning (Binary Classification)/5. Getting Our Tools Ready.mp4 79.4 MB
  48. 11. Milestone Project 1 Supervised Learning (Binary Classification)/5. Getting Our Tools Ready.srt 12.8 KB
  49. 11. Milestone Project 1 Supervised Learning (Binary Classification)/6. Exploring Our Data.mp4 66.9 MB
  50. 11. Milestone Project 1 Supervised Learning (Binary Classification)/6. Exploring Our Data.srt 11.4 KB
  51. 11. Milestone Project 1 Supervised Learning (Binary Classification)/6.1 heart-disease.csv.csv 11.1 KB
  52. 11. Milestone Project 1 Supervised Learning (Binary Classification)/7. Finding Patterns.mp4 63.3 MB
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  54. 11. Milestone Project 1 Supervised Learning (Binary Classification)/8. Finding Patterns 2.mp4 99.9 MB
  55. 11. Milestone Project 1 Supervised Learning (Binary Classification)/8. Finding Patterns 2.srt 22.3 KB
  56. 11. Milestone Project 1 Supervised Learning (Binary Classification)/9. Finding Patterns 3.mp4 137.9 MB
  57. 11. Milestone Project 1 Supervised Learning (Binary Classification)/9. Finding Patterns 3.srt 18.9 KB
  58. 12. Milestone Project 2 Supervised Learning (Time Series Data)/1. Section Overview.mp4 8.9 MB
  59. 12. Milestone Project 2 Supervised Learning (Time Series Data)/1. Section Overview.srt 1.8 KB
  60. 12. Milestone Project 2 Supervised Learning (Time Series Data)/10. Filling Missing Categorical Values.mp4 66.9 MB
  61. 12. Milestone Project 2 Supervised Learning (Time Series Data)/10. Filling Missing Categorical Values.srt 11.2 KB
  62. 12. Milestone Project 2 Supervised Learning (Time Series Data)/11. Fitting A Machine Learning Model.mp4 55.5 MB
  63. 12. Milestone Project 2 Supervised Learning (Time Series Data)/11. Fitting A Machine Learning Model.srt 10.5 KB
  64. 12. Milestone Project 2 Supervised Learning (Time Series Data)/12. Splitting Data.mp4 82.7 MB
  65. 12. Milestone Project 2 Supervised Learning (Time Series Data)/12. Splitting Data.srt 13.5 KB
  66. 12. Milestone Project 2 Supervised Learning (Time Series Data)/13. Custom Evaluation Function.mp4 103.3 MB
  67. 12. Milestone Project 2 Supervised Learning (Time Series Data)/13. Custom Evaluation Function.srt 16.1 KB
  68. 12. Milestone Project 2 Supervised Learning (Time Series Data)/14. Reducing Data.mp4 93.5 MB
  69. 12. Milestone Project 2 Supervised Learning (Time Series Data)/14. Reducing Data.srt 14.6 KB
  70. 12. Milestone Project 2 Supervised Learning (Time Series Data)/15. RandomizedSearchCV.mp4 85.8 MB
  71. 12. Milestone Project 2 Supervised Learning (Time Series Data)/15. RandomizedSearchCV.srt 12.7 KB
  72. 12. Milestone Project 2 Supervised Learning (Time Series Data)/16. Improving Hyperparameters.mp4 79.3 MB
  73. 12. Milestone Project 2 Supervised Learning (Time Series Data)/16. Improving Hyperparameters.srt 11.0 KB
  74. 12. Milestone Project 2 Supervised Learning (Time Series Data)/17. Preproccessing Our Data.mp4 139.3 MB
  75. 12. Milestone Project 2 Supervised Learning (Time Series Data)/17. Preproccessing Our Data.srt 17.8 KB
  76. 12. Milestone Project 2 Supervised Learning (Time Series Data)/18. Making Predictions.mp4 79.2 MB
  77. 12. Milestone Project 2 Supervised Learning (Time Series Data)/18. Making Predictions.srt 11.4 KB
  78. 12. Milestone Project 2 Supervised Learning (Time Series Data)/19. Feature Importance.mp4 142.3 MB
  79. 12. Milestone Project 2 Supervised Learning (Time Series Data)/19. Feature Importance.srt 17.3 KB
  80. 12. Milestone Project 2 Supervised Learning (Time Series Data)/19.1 End-to-end Bluebook Bulldozer Regression Notebook (with annotations).html 208 bytes
  81. 12. Milestone Project 2 Supervised Learning (Time Series Data)/19.2 End-to-end Bluebook Bulldozer Regression Notebook (same as in videos).html 214 bytes
  82. 12. Milestone Project 2 Supervised Learning (Time Series Data)/2. Project Overview.mp4 32.9 MB
  83. 12. Milestone Project 2 Supervised Learning (Time Series Data)/2. Project Overview.srt 6.7 KB
  84. 12. Milestone Project 2 Supervised Learning (Time Series Data)/2.1 End-to-end Bluebook Bulldozer Regression Notebook (same as in videos).html 214 bytes
  85. 12. Milestone Project 2 Supervised Learning (Time Series Data)/2.2 Kaggle Bluebook for Bulldozers Competition.html 118 bytes
  86. 12. Milestone Project 2 Supervised Learning (Time Series Data)/2.3 End-to-end Bluebook Bulldozer Regression Notebook (with annotations).html 208 bytes
  87. 12. Milestone Project 2 Supervised Learning (Time Series Data)/2.4 Structured Data Projects on GitHub.html 155 bytes
  88. 12. Milestone Project 2 Supervised Learning (Time Series Data)/3. Project Environment Setup.mp4 101.3 MB
  89. 12. Milestone Project 2 Supervised Learning (Time Series Data)/3. Project Environment Setup.srt 15.9 KB
  90. 12. Milestone Project 2 Supervised Learning (Time Series Data)/4. Step 1~4 Framework Setup.mp4 85.7 MB
  91. 12. Milestone Project 2 Supervised Learning (Time Series Data)/4. Step 1~4 Framework Setup.srt 12.4 KB
  92. 12. Milestone Project 2 Supervised Learning (Time Series Data)/5. Exploring Our Data.mp4 137.8 MB
  93. 12. Milestone Project 2 Supervised Learning (Time Series Data)/5. Exploring Our Data.srt 20.0 KB
  94. 12. Milestone Project 2 Supervised Learning (Time Series Data)/6. Exploring Our Data 2.mp4 52.0 MB
  95. 12. Milestone Project 2 Supervised Learning (Time Series Data)/6. Exploring Our Data 2.srt 8.6 KB
  96. 12. Milestone Project 2 Supervised Learning (Time Series Data)/7. Feature Engineering.mp4 159.1 MB
  97. 12. Milestone Project 2 Supervised Learning (Time Series Data)/7. Feature Engineering.srt 22.1 KB
  98. 12. Milestone Project 2 Supervised Learning (Time Series Data)/8. Turning Data Into Numbers.mp4 146.2 MB
  99. 12. Milestone Project 2 Supervised Learning (Time Series Data)/8. Turning Data Into Numbers.srt 22.3 KB
  100. 12. Milestone Project 2 Supervised Learning (Time Series Data)/9. Filling Missing Numerical Values.mp4 106.3 MB
  101. 12. Milestone Project 2 Supervised Learning (Time Series Data)/9. Filling Missing Numerical Values.srt 16.9 KB
  102. 12. Milestone Project 2 Supervised Learning (Time Series Data)/9.1 Pandas Categorical Datatype Documentation.html 143 bytes
  103. 13. Data Engineering/1. Data Engineering Introduction.mp4 13.5 MB
  104. 13. Data Engineering/1. Data Engineering Introduction.srt 4.3 KB
  105. 13. Data Engineering/10. Optional Learn SQL.html 410 bytes
  106. 13. Data Engineering/11. Hadoop, HDFS and MapReduce.mp4 10.1 MB
  107. 13. Data Engineering/11. Hadoop, HDFS and MapReduce.srt 4.7 KB
  108. 13. Data Engineering/12. Apache Spark and Apache Flink.mp4 5.8 MB
  109. 13. Data Engineering/12. Apache Spark and Apache Flink.srt 2.3 KB
  110. 13. Data Engineering/13. Kafka and Stream Processing.mp4 19.2 MB
  111. 13. Data Engineering/13. Kafka and Stream Processing.srt 5.0 KB
  112. 13. Data Engineering/2. What Is Data.mp4 42.2 MB
  113. 13. Data Engineering/2. What Is Data.srt 7.6 KB
  114. 13. Data Engineering/2.1 Kaggle.html 92 bytes
  115. 13. Data Engineering/3. What Is A Data Engineer.mp4 15.2 MB
  116. 13. Data Engineering/3. What Is A Data Engineer.srt 4.9 KB
  117. 13. Data Engineering/4. What Is A Data Engineer 2.mp4 24.2 MB
  118. 13. Data Engineering/4. What Is A Data Engineer 2.srt 6.3 KB
  119. 13. Data Engineering/5. What Is A Data Engineer 3.mp4 24.3 MB
  120. 13. Data Engineering/5. What Is A Data Engineer 3.srt 5.4 KB
  121. 13. Data Engineering/6. What Is A Data Engineer 4.mp4 14.9 MB
  122. 13. Data Engineering/6. What Is A Data Engineer 4.srt 3.9 KB
  123. 13. Data Engineering/7. Types Of Databases.mp4 32.6 MB
  124. 13. Data Engineering/7. Types Of Databases.srt 8.4 KB
  125. 13. Data Engineering/7.1 A Primer on ACID Transactions.html 117 bytes
  126. 13. Data Engineering/7.2 OLTP vs OLAP.html 126 bytes
  127. 13. Data Engineering/8. Quick Note Upcoming Video.html 481 bytes
  128. 13. Data Engineering/9. Optional OLTP Databases.mp4 79.7 MB
  129. 13. Data Engineering/9. Optional OLTP Databases.srt 12.1 KB
  130. 14. UPLOADED BY FEB 7! - Neural Networks Deep Learning + Transfer Learning/1. This section will be done by FEB 7th.html 202 bytes
  131. 15. UPLOADED BY FEB 7! - TensorFlow 2.0/1. This section will be done by FEB 7th.html 202 bytes
  132. 16. UPLOADED BY FEB 14th Storytelling + Communication How To Present Your Projects/1. This section will be done by FEB 14th.html 203 bytes
  133. 17. Career Advice + Extra Bits/1. Endorsements On LinkedIn.html 688 bytes
  134. 17. Career Advice + Extra Bits/10. CWD Git + Github 2.mp4 118.4 MB
  135. 17. Career Advice + Extra Bits/10. CWD Git + Github 2.srt 18.2 KB
  136. 17. Career Advice + Extra Bits/11. Contributing To Open Source.mp4 130.3 MB
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  138. 17. Career Advice + Extra Bits/12. Contributing To Open Source 2.mp4 113.1 MB
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  140. 17. Career Advice + Extra Bits/13. Coding Challenges.html 948 bytes
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  142. 17. Career Advice + Extra Bits/2. Quick Note Upcoming Video.html 587 bytes
  143. 17. Career Advice + Extra Bits/3. What If I Don_t Have Enough Experience.mp4 161.0 MB
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  145. 17. Career Advice + Extra Bits/4. Learning Guideline.html 310 bytes
  146. 17. Career Advice + Extra Bits/5. Quick Note Upcoming Videos.html 565 bytes
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  154. 18. Learn Python/1. What Is A Programming Language.mp4 104.8 MB
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  168. 18. Learn Python/15. Optional bin() and complex.mp4 21.9 MB
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  572. 9. Scikit-learn Creating Machine Learning Models/22. Making Predictions With Our Model (Regression).srt 9.1 KB
  573. 9. Scikit-learn Creating Machine Learning Models/23. Evaluating A Machine Learning Model (Score).mp4 87.1 MB
  574. 9. Scikit-learn Creating Machine Learning Models/23. Evaluating A Machine Learning Model (Score).srt 12.9 KB
  575. 9. Scikit-learn Creating Machine Learning Models/24. Evaluating A Machine Learning Model 2 (Cross Validation).mp4 96.0 MB
  576. 9. Scikit-learn Creating Machine Learning Models/24. Evaluating A Machine Learning Model 2 (Cross Validation).srt 17.3 KB
  577. 9. Scikit-learn Creating Machine Learning Models/25. Evaluating A Classification Model 1 (Accuracy).mp4 31.4 MB
  578. 9. Scikit-learn Creating Machine Learning Models/25. Evaluating A Classification Model 1 (Accuracy).srt 5.9 KB
  579. 9. Scikit-learn Creating Machine Learning Models/26. Evaluating A Classification Model 2 (ROC Curve).mp4 66.0 MB
  580. 9. Scikit-learn Creating Machine Learning Models/26. Evaluating A Classification Model 2 (ROC Curve).srt 12.3 KB
  581. 9. Scikit-learn Creating Machine Learning Models/27. Evaluating A Classification Model 3 (ROC Curve).mp4 50.6 MB
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  583. 9. Scikit-learn Creating Machine Learning Models/28. Evaluating A Classification Model 4 (Confusion Matrix).mp4 77.7 MB
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  585. 9. Scikit-learn Creating Machine Learning Models/29. Evaluating A Classification Model 5 (Confusion Matrix).mp4 63.6 MB
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  587. 9. Scikit-learn Creating Machine Learning Models/3. Quick Note Upcoming Video.html 390 bytes
  588. 9. Scikit-learn Creating Machine Learning Models/30. Evaluating A Classification Model 6 (Classification Report).mp4 87.2 MB
  589. 9. Scikit-learn Creating Machine Learning Models/30. Evaluating A Classification Model 6 (Classification Report).srt 14.6 KB
  590. 9. Scikit-learn Creating Machine Learning Models/31. Evaluating A Regression Model 1 (R2 Score).mp4 70.4 MB
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  592. 9. Scikit-learn Creating Machine Learning Models/32. Evaluating A Regression Model 2 (MAE).srt 5.7 KB
  593. 9. Scikit-learn Creating Machine Learning Models/33. Evaluating A Regression Model 3 (MSE).mp4 54.9 MB
  594. 9. Scikit-learn Creating Machine Learning Models/33. Evaluating A Regression Model 3 (MSE).srt 9.2 KB
  595. 9. Scikit-learn Creating Machine Learning Models/34. Machine Learning Model Evaluation.html 7.1 KB
  596. 9. Scikit-learn Creating Machine Learning Models/35. Evaluating A Model With Cross Validation and Scoring Parameter.mp4 91.5 MB
  597. 9. Scikit-learn Creating Machine Learning Models/35. Evaluating A Model With Cross Validation and Scoring Parameter.srt 18.0 KB
  598. 9. Scikit-learn Creating Machine Learning Models/36. Evaluating A Model With Scikit-learn Functions.mp4 94.8 MB
  599. 9. Scikit-learn Creating Machine Learning Models/36. Evaluating A Model With Scikit-learn Functions.srt 16.3 KB
  600. 9. Scikit-learn Creating Machine Learning Models/37. Improving A Machine Learning Model.mp4 90.9 MB
  601. 9. Scikit-learn Creating Machine Learning Models/37. Improving A Machine Learning Model.srt 14.9 KB
  602. 9. Scikit-learn Creating Machine Learning Models/38. Tuning Hyperparameters.mp4 175.5 MB
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  604. 9. Scikit-learn Creating Machine Learning Models/39. Tuning Hyperparameters 2.mp4 116.8 MB
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  606. 9. Scikit-learn Creating Machine Learning Models/4. Refresher What Is Machine Learning.mp4 88.3 MB
  607. 9. Scikit-learn Creating Machine Learning Models/4. Refresher What Is Machine Learning.srt 6.3 KB
  608. 9. Scikit-learn Creating Machine Learning Models/40. Tuning Hyperparameters 3.mp4 121.8 MB
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  610. 9. Scikit-learn Creating Machine Learning Models/41. Quick Tip Correlation Analysis.srt 3.1 KB
  611. 9. Scikit-learn Creating Machine Learning Models/42. Saving And Loading A Model.mp4 52.6 MB
  612. 9. Scikit-learn Creating Machine Learning Models/42. Saving And Loading A Model.srt 9.8 KB
  613. 9. Scikit-learn Creating Machine Learning Models/43. Saving And Loading A Model 2.mp4 56.8 MB
  614. 9. Scikit-learn Creating Machine Learning Models/43. Saving And Loading A Model 2.srt 9.0 KB
  615. 9. Scikit-learn Creating Machine Learning Models/44. Putting It All Together.mp4 158.4 MB
  616. 9. Scikit-learn Creating Machine Learning Models/44. Putting It All Together.srt 26.4 KB
  617. 9. Scikit-learn Creating Machine Learning Models/45. Putting It All Together 2.mp4 116.9 MB
  618. 9. Scikit-learn Creating Machine Learning Models/45. Putting It All Together 2.srt 16.1 KB
  619. 9. Scikit-learn Creating Machine Learning Models/45.1 Introduction to Scikit-Learn Jupyter Notebook (with annotations).html 191 bytes
  620. 9. Scikit-learn Creating Machine Learning Models/45.2 Introduction to Scikit-Learn Jupyter Notebook (from the videos).html 197 bytes
  621. 9. Scikit-learn Creating Machine Learning Models/46. Scikit-Learn Practice.html 2.1 KB
  622. 9. Scikit-learn Creating Machine Learning Models/5. Quick Note Upcoming Videos.html 1018 bytes
  623. 9. Scikit-learn Creating Machine Learning Models/6. Scikit-learn Cheatsheet.mp4 75.1 MB
  624. 9. Scikit-learn Creating Machine Learning Models/6. Scikit-learn Cheatsheet.srt 10.1 KB
  625. 9. Scikit-learn Creating Machine Learning Models/6.1 Scikit-Learn Reference Notebook.html 194 bytes
  626. 9. Scikit-learn Creating Machine Learning Models/7. Typical scikit-learn Workflow.mp4 190.2 MB
  627. 9. Scikit-learn Creating Machine Learning Models/7. Typical scikit-learn Workflow.srt 31.7 KB
  628. 9. Scikit-learn Creating Machine Learning Models/7.1 Example Scikit-Learn Workflow Notebook.html 192 bytes
  629. 9. Scikit-learn Creating Machine Learning Models/8. Optional Debugging Warnings In Jupyter.mp4 176.1 MB
  630. 9. Scikit-learn Creating Machine Learning Models/8. Optional Debugging Warnings In Jupyter.srt 25.5 KB
  631. 9. Scikit-learn Creating Machine Learning Models/9. Getting Your Data Ready Splitting Your Data.mp4 63.7 MB
  632. 9. Scikit-learn Creating Machine Learning Models/9. Getting Your Data Ready Splitting Your Data.srt 12.1 KB
  633. GetFreeCourses.Me.url 116 bytes
  634. How you can help GetFreeCourses.Me.txt 182 bytes

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