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  1. 01 - Introduction to Course/001 Welcome to the Course_.html1.64 KB
  2. 01 - Introduction to Course/002 COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP_.mp47.22 MB
  3. 01 - Introduction to Course/002 COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP___en.srt7.16 KB
  4. 01 - Introduction to Course/003 Anaconda Python and Jupyter Install and Setup.mp484.53 MB
  5. 01 - Introduction to Course/003 Anaconda Python and Jupyter Install and Setup__en.srt21.55 KB
  6. 01 - Introduction to Course/004 Note on Environment Setup - Please read me_.html857 bytes
  7. 01 - Introduction to Course/005 Environment Setup.mp435.71 MB
  8. 01 - Introduction to Course/005 Environment Setup__en.srt14.49 KB
  9. 01 - Introduction to Course/28813464-requirements.txt221 bytes
  10. 01 - Introduction to Course/33985574-UNZIP-FOR-NOTEBOOKS-FINAL.zip67.11 MB
  11. 01 - Introduction to Course/33985614-UNZIP-FOR-NOTEBOOKS-FINAL.zip67.11 MB
  12. 01 - Introduction to Course/external-assets-links.txt132 bytes
  13. 02 - OPTIONAL_ Python Crash Course/001 OPTIONAL_ Python Crash Course.html472 bytes
  14. 02 - OPTIONAL_ Python Crash Course/002 Python Crash Course - Part One.mp429.74 MB
  15. 02 - OPTIONAL_ Python Crash Course/002 Python Crash Course - Part One__en.srt24.63 KB
  16. 02 - OPTIONAL_ Python Crash Course/003 Python Crash Course - Part Two.mp457.63 MB
  17. 02 - OPTIONAL_ Python Crash Course/003 Python Crash Course - Part Two__en.srt18.03 KB
  18. 02 - OPTIONAL_ Python Crash Course/004 Python Crash Course - Part Three.mp432.01 MB
  19. 02 - OPTIONAL_ Python Crash Course/004 Python Crash Course - Part Three__en.srt16.58 KB
  20. 02 - OPTIONAL_ Python Crash Course/005 Python Crash Course - Exercise Questions.mp43.41 MB
  21. 02 - OPTIONAL_ Python Crash Course/005 Python Crash Course - Exercise Questions__en.srt2.54 KB
  22. 02 - OPTIONAL_ Python Crash Course/006 Python Crash Course - Exercise Solutions.mp448.70 MB
  23. 02 - OPTIONAL_ Python Crash Course/006 Python Crash Course - Exercise Solutions__en.srt13.43 KB
  24. 03 - Machine Learning Pathway Overview/001 Machine Learning Pathway.mp414.10 MB
  25. 03 - Machine Learning Pathway Overview/001 Machine Learning Pathway__en.srt15.79 KB
  26. 04 - NumPy/001 Introduction to NumPy.mp43.37 MB
  27. 04 - NumPy/001 Introduction to NumPy__en.srt3.01 KB
  28. 04 - NumPy/002 NumPy Arrays.mp499.45 MB
  29. 04 - NumPy/002 NumPy Arrays__en.srt31.91 KB
  30. 04 - NumPy/003 NumPy Indexing and Selection.mp439.63 MB
  31. 04 - NumPy/003 NumPy Indexing and Selection__en.srt16.22 KB
  32. 04 - NumPy/004 NumPy Operations.mp436.06 MB
  33. 04 - NumPy/004 NumPy Operations__en.srt12.05 KB
  34. 04 - NumPy/005 NumPy Exercises.mp49.64 MB
  35. 04 - NumPy/005 NumPy Exercises__en.srt2.07 KB
  36. 04 - NumPy/006 Numpy Exercises - Solutions.mp434.88 MB
  37. 04 - NumPy/006 Numpy Exercises - Solutions__en.srt10.87 KB
  38. 05 - Pandas/001 Introduction to Pandas.mp46.70 MB
  39. 05 - Pandas/001 Introduction to Pandas__en.srt7.24 KB
  40. 05 - Pandas/002 Series - Part One.mp428.62 MB
  41. 05 - Pandas/002 Series - Part One__en.srt13.39 KB
  42. 05 - Pandas/003 Series - Part Two.mp426.12 MB
  43. 05 - Pandas/003 Series - Part Two__en.srt15.38 KB
  44. 05 - Pandas/004 DataFrames - Part One - Creating a DataFrame.mp497.48 MB
  45. 05 - Pandas/004 DataFrames - Part One - Creating a DataFrame__en.srt29.00 KB
  46. 05 - Pandas/005 DataFrames - Part Two - Basic Properties.mp440.28 MB
  47. 05 - Pandas/005 DataFrames - Part Two - Basic Properties__en.srt13.28 KB
  48. 05 - Pandas/006 DataFrames - Part Three - Working with Columns.mp484.08 MB
  49. 05 - Pandas/006 DataFrames - Part Three - Working with Columns__en.srt20.61 KB
  50. 05 - Pandas/007 DataFrames - Part Four - Working with Rows.mp472.59 MB
  51. 05 - Pandas/007 DataFrames - Part Four - Working with Rows__en.srt21.09 KB
  52. 05 - Pandas/008 Pandas - Conditional Filtering.mp469.21 MB
  53. 05 - Pandas/008 Pandas - Conditional Filtering__en.srt27.14 KB
  54. 05 - Pandas/009 Pandas - Useful Methods - Apply on Single Column.mp453.72 MB
  55. 05 - Pandas/009 Pandas - Useful Methods - Apply on Single Column__en.srt20.23 KB
  56. 05 - Pandas/010 Pandas - Useful Methods - Apply on Multiple Columns.mp485.32 MB
  57. 05 - Pandas/010 Pandas - Useful Methods - Apply on Multiple Columns__en.srt25.93 KB
  58. 05 - Pandas/011 Pandas - Useful Methods - Statistical Information and Sorting.mp474.37 MB
  59. 05 - Pandas/011 Pandas - Useful Methods - Statistical Information and Sorting__en.srt23.40 KB
  60. 05 - Pandas/012 Missing Data - Overview.mp427.24 MB
  61. 05 - Pandas/012 Missing Data - Overview__en.srt18.36 KB
  62. 05 - Pandas/013 Missing Data - Pandas Operations.mp473.60 MB
  63. 05 - Pandas/013 Missing Data - Pandas Operations__en.srt27.41 KB
  64. 05 - Pandas/014 GroupBy Operations - Part One.mp486.96 MB
  65. 05 - Pandas/014 GroupBy Operations - Part One__en.srt21.41 KB
  66. 05 - Pandas/015 GroupBy Operations - Part Two - MultiIndex.mp492.86 MB
  67. 05 - Pandas/015 GroupBy Operations - Part Two - MultiIndex__en.srt20.86 KB
  68. 05 - Pandas/016 Combining DataFrames - Concatenation.mp436.84 MB
  69. 05 - Pandas/016 Combining DataFrames - Concatenation__en.srt15.02 KB
  70. 05 - Pandas/017 Combining DataFrames - Inner Merge.mp440.27 MB
  71. 05 - Pandas/017 Combining DataFrames - Inner Merge__en.srt18.52 KB
  72. 05 - Pandas/018 Combining DataFrames - Left and Right Merge.mp416.40 MB
  73. 05 - Pandas/018 Combining DataFrames - Left and Right Merge__en.srt9.10 KB
  74. 05 - Pandas/019 Combining DataFrames - Outer Merge.mp422.17 MB
  75. 05 - Pandas/019 Combining DataFrames - Outer Merge__en.srt14.57 KB
  76. 05 - Pandas/020 Pandas - Text Methods for String Data.mp445.12 MB
  77. 05 - Pandas/020 Pandas - Text Methods for String Data__en.srt23.95 KB
  78. 05 - Pandas/021 Pandas - Time Methods for Date and Time Data.mp480.19 MB
  79. 05 - Pandas/021 Pandas - Time Methods for Date and Time Data__en.srt31.72 KB
  80. 05 - Pandas/022 Pandas Input and Output - CSV Files.mp437.15 MB
  81. 05 - Pandas/022 Pandas Input and Output - CSV Files__en.srt16.60 KB
  82. 05 - Pandas/023 Pandas Input and Output - HTML Tables.mp4102.34 MB
  83. 05 - Pandas/023 Pandas Input and Output - HTML Tables__en.srt22.36 KB
  84. 05 - Pandas/024 Pandas Input and Output - Excel Files.mp425.87 MB
  85. 05 - Pandas/024 Pandas Input and Output - Excel Files__en.srt10.88 KB
  86. 05 - Pandas/025 Pandas Input and Output - SQL Databases.mp495.98 MB
  87. 05 - Pandas/025 Pandas Input and Output - SQL Databases__en.srt29.43 KB
  88. 05 - Pandas/026 Pandas Pivot Tables.mp4129.09 MB
  89. 05 - Pandas/026 Pandas Pivot Tables__en.srt32.18 KB
  90. 05 - Pandas/027 Pandas Project Exercise Overview.mp439.43 MB
  91. 05 - Pandas/027 Pandas Project Exercise Overview__en.srt9.59 KB
  92. 05 - Pandas/028 Pandas Project Exercise Solutions.mp4172.55 MB
  93. 05 - Pandas/028 Pandas Project Exercise Solutions__en.srt38.77 KB
  94. 06 - Matplotlib/001 Introduction to Matplotlib.mp46.55 MB
  95. 06 - Matplotlib/001 Introduction to Matplotlib__en.srt6.72 KB
  96. 06 - Matplotlib/002 Matplotlib Basics.mp431.07 MB
  97. 06 - Matplotlib/002 Matplotlib Basics__en.srt19.64 KB
  98. 06 - Matplotlib/003 Matplotlib - Understanding the Figure Object.mp411.70 MB
  99. 06 - Matplotlib/003 Matplotlib - Understanding the Figure Object__en.srt11.55 KB
  100. 06 - Matplotlib/004 Matplotlib - Implementing Figures and Axes.mp434.86 MB
  101. 06 - Matplotlib/004 Matplotlib - Implementing Figures and Axes__en.srt20.97 KB
  102. 06 - Matplotlib/005 Matplotlib - Figure Parameters.mp413.06 MB
  103. 06 - Matplotlib/005 Matplotlib - Figure Parameters__en.srt7.65 KB
  104. 06 - Matplotlib/006 Matplotlib - Subplots Functionality.mp496.57 MB
  105. 06 - Matplotlib/006 Matplotlib - Subplots Functionality__en.srt28.63 KB
  106. 06 - Matplotlib/007 Matplotlib Styling - Legends.mp416.19 MB
  107. 06 - Matplotlib/007 Matplotlib Styling - Legends__en.srt10.36 KB
  108. 06 - Matplotlib/008 Matplotlib Styling - Colors and Styles.mp444.27 MB
  109. 06 - Matplotlib/008 Matplotlib Styling - Colors and Styles__en.srt21.04 KB
  110. 06 - Matplotlib/009 Advanced Matplotlib Commands (Optional).mp425.19 MB
  111. 06 - Matplotlib/009 Advanced Matplotlib Commands (Optional)__en.srt6.49 KB
  112. 06 - Matplotlib/010 Matplotlib Exercise Questions Overview.mp448.99 MB
  113. 06 - Matplotlib/010 Matplotlib Exercise Questions Overview__en.srt9.33 KB
  114. 06 - Matplotlib/011 Matplotlib Exercise Questions - Solutions.mp4105.86 MB
  115. 06 - Matplotlib/011 Matplotlib Exercise Questions - Solutions__en.srt24.53 KB
  116. 07 - Seaborn Data Visualizations/001 Introduction to Seaborn.mp45.74 MB
  117. 07 - Seaborn Data Visualizations/001 Introduction to Seaborn__en.srt6.51 KB
  118. 07 - Seaborn Data Visualizations/002 Scatterplots with Seaborn.mp4111.30 MB
  119. 07 - Seaborn Data Visualizations/002 Scatterplots with Seaborn__en.srt29.72 KB
  120. 07 - Seaborn Data Visualizations/003 Distribution Plots - Part One - Understanding Plot Types.mp415.03 MB
  121. 07 - Seaborn Data Visualizations/003 Distribution Plots - Part One - Understanding Plot Types__en.srt15.00 KB
  122. 07 - Seaborn Data Visualizations/004 Distribution Plots - Part Two - Coding with Seaborn.mp459.21 MB
  123. 07 - Seaborn Data Visualizations/004 Distribution Plots - Part Two - Coding with Seaborn__en.srt24.79 KB
  124. 07 - Seaborn Data Visualizations/005 Categorical Plots - Statistics within Categories - Understanding Plot Types.mp415.98 MB
  125. 07 - Seaborn Data Visualizations/005 Categorical Plots - Statistics within Categories - Understanding Plot Types__en.srt8.80 KB
  126. 07 - Seaborn Data Visualizations/006 Categorical Plots - Statistics within Categories - Coding with Seaborn.mp451.65 MB
  127. 07 - Seaborn Data Visualizations/006 Categorical Plots - Statistics within Categories - Coding with Seaborn__en.srt14.61 KB
  128. 07 - Seaborn Data Visualizations/007 Categorical Plots - Distributions within Categories - Understanding Plot Types.mp444.96 MB
  129. 07 - Seaborn Data Visualizations/007 Categorical Plots - Distributions within Categories - Understanding Plot Types__en.srt20.10 KB
  130. 07 - Seaborn Data Visualizations/008 Categorical Plots - Distributions within Categories - Coding with Seaborn.mp484.57 MB
  131. 07 - Seaborn Data Visualizations/008 Categorical Plots - Distributions within Categories - Coding with Seaborn__en.srt28.26 KB
  132. 07 - Seaborn Data Visualizations/009 Seaborn - Comparison Plots - Understanding the Plot Types.mp410.57 MB
  133. 07 - Seaborn Data Visualizations/009 Seaborn - Comparison Plots - Understanding the Plot Types__en.srt8.74 KB
  134. 07 - Seaborn Data Visualizations/010 Seaborn - Comparison Plots - Coding with Seaborn.mp451.16 MB
  135. 07 - Seaborn Data Visualizations/010 Seaborn - Comparison Plots - Coding with Seaborn__en.srt15.71 KB
  136. 07 - Seaborn Data Visualizations/011 Seaborn Grid Plots.mp487.01 MB
  137. 07 - Seaborn Data Visualizations/011 Seaborn Grid Plots__en.srt20.50 KB
  138. 07 - Seaborn Data Visualizations/012 Seaborn - Matrix Plots.mp461.47 MB
  139. 07 - Seaborn Data Visualizations/012 Seaborn - Matrix Plots__en.srt21.09 KB
  140. 07 - Seaborn Data Visualizations/013 Seaborn Plot Exercises Overview.mp447.88 MB
  141. 07 - Seaborn Data Visualizations/013 Seaborn Plot Exercises Overview__en.srt11.26 KB
  142. 07 - Seaborn Data Visualizations/014 Seaborn Plot Exercises Solutions.mp4105.72 MB
  143. 07 - Seaborn Data Visualizations/014 Seaborn Plot Exercises Solutions__en.srt22.39 KB
  144. 08 - Data Analysis and Visualization Capstone Project Exercise/001 Capstone Project Overview.mp431.11 MB
  145. 08 - Data Analysis and Visualization Capstone Project Exercise/001 Capstone Project Overview__en.srt20.60 KB
  146. 08 - Data Analysis and Visualization Capstone Project Exercise/002 Capstone Project Solutions - Part One.mp4110.61 MB
  147. 08 - Data Analysis and Visualization Capstone Project Exercise/002 Capstone Project Solutions - Part One__en.srt26.84 KB
  148. 08 - Data Analysis and Visualization Capstone Project Exercise/003 Capstone Project Solutions - Part Two.mp4106.18 MB
  149. 08 - Data Analysis and Visualization Capstone Project Exercise/003 Capstone Project Solutions - Part Two__en.srt23.48 KB
  150. 08 - Data Analysis and Visualization Capstone Project Exercise/004 Capstone Project Solutions - Part Three.mp4137.39 MB
  151. 08 - Data Analysis and Visualization Capstone Project Exercise/004 Capstone Project Solutions - Part Three__en.srt30.88 KB
  152. 08 - Data Analysis and Visualization Capstone Project Exercise/GetFreeCourses.Co.url116 bytes
  153. 08 - Data Analysis and Visualization Capstone Project Exercise/How you can help GetFreeCourses.Co.txt182 bytes
  154. 09 - Machine Learning Concepts Overview/001 Introduction to Machine Learning Overview Section.mp413.17 MB
  155. 09 - Machine Learning Concepts Overview/001 Introduction to Machine Learning Overview Section__en.srt8.58 KB
  156. 09 - Machine Learning Concepts Overview/002 Why Machine Learning_.mp421.04 MB
  157. 09 - Machine Learning Concepts Overview/002 Why Machine Learning___en.srt14.66 KB
  158. 09 - Machine Learning Concepts Overview/003 Types of Machine Learning Algorithms.mp418.08 MB
  159. 09 - Machine Learning Concepts Overview/003 Types of Machine Learning Algorithms__en.srt11.63 KB
  160. 09 - Machine Learning Concepts Overview/004 Supervised Machine Learning Process.mp433.53 MB
  161. 09 - Machine Learning Concepts Overview/004 Supervised Machine Learning Process__en.srt19.77 KB
  162. 09 - Machine Learning Concepts Overview/005 Companion Book - Introduction to Statistical Learning.mp45.11 MB
  163. 09 - Machine Learning Concepts Overview/005 Companion Book - Introduction to Statistical Learning__en.srt4.66 KB
  164. 10 - Linear Regression/001 Introduction to Linear Regression Section.mp42.58 MB
  165. 10 - Linear Regression/001 Introduction to Linear Regression Section__en.srt2.68 KB
  166. 10 - Linear Regression/002 Linear Regression - Algorithm History.mp454.82 MB
  167. 10 - Linear Regression/002 Linear Regression - Algorithm History__en.srt13.09 KB
  168. 10 - Linear Regression/003 Linear Regression - Understanding Ordinary Least Squares.mp486.37 MB
  169. 10 - Linear Regression/003 Linear Regression - Understanding Ordinary Least Squares__en.srt22.53 KB
  170. 10 - Linear Regression/004 Linear Regression - Cost Functions.mp416.63 MB
  171. 10 - Linear Regression/004 Linear Regression - Cost Functions__en.srt11.46 KB
  172. 10 - Linear Regression/005 Linear Regression - Gradient Descent.mp429.21 MB
  173. 10 - Linear Regression/005 Linear Regression - Gradient Descent__en.srt16.73 KB
  174. 10 - Linear Regression/006 Python coding Simple Linear Regression.mp470.14 MB
  175. 10 - Linear Regression/006 Python coding Simple Linear Regression__en.srt28.14 KB
  176. 10 - Linear Regression/007 Overview of Scikit-Learn and Python.mp431.44 MB
  177. 10 - Linear Regression/007 Overview of Scikit-Learn and Python__en.srt10.14 KB
  178. 10 - Linear Regression/007 Overview of Scikit-Learn and Python_en.vtt10.96 KB
  179. 10 - Linear Regression/008 Linear Regression - Scikit-Learn Train Test Split.mp461.42 MB
  180. 10 - Linear Regression/008 Linear Regression - Scikit-Learn Train Test Split__en.srt23.78 KB
  181. 10 - Linear Regression/009 Linear Regression - Scikit-Learn Performance Evaluation - Regression.mp453.40 MB
  182. 10 - Linear Regression/009 Linear Regression - Scikit-Learn Performance Evaluation - Regression__en.srt23.00 KB
  183. 10 - Linear Regression/010 Linear Regression - Residual Plots.mp444.02 MB
  184. 10 - Linear Regression/010 Linear Regression - Residual Plots__en.srt20.22 KB
  185. 10 - Linear Regression/011 Linear Regression - Model Deployment and Coefficient Interpretation.mp481.14 MB
  186. 10 - Linear Regression/011 Linear Regression - Model Deployment and Coefficient Interpretation__en.srt25.62 KB
  187. 10 - Linear Regression/012 Polynomial Regression - Theory and Motivation.mp422.25 MB
  188. 10 - Linear Regression/012 Polynomial Regression - Theory and Motivation__en.srt11.21 KB
  189. 10 - Linear Regression/013 Polynomial Regression - Creating Polynomial Features.mp440.09 MB
  190. 10 - Linear Regression/013 Polynomial Regression - Creating Polynomial Features__en.srt16.39 KB
  191. 10 - Linear Regression/014 Polynomial Regression - Training and Evaluation.mp436.30 MB
  192. 10 - Linear Regression/014 Polynomial Regression - Training and Evaluation__en.srt14.17 KB
  193. 10 - Linear Regression/015 Bias Variance Trade-Off.mp436.18 MB
  194. 10 - Linear Regression/015 Bias Variance Trade-Off__en.srt15.94 KB
  195. 10 - Linear Regression/016 Polynomial Regression - Choosing Degree of Polynomial.mp455.68 MB
  196. 10 - Linear Regression/016 Polynomial Regression - Choosing Degree of Polynomial__en.srt19.88 KB
  197. 10 - Linear Regression/017 Polynomial Regression - Model Deployment.mp423.22 MB
  198. 10 - Linear Regression/017 Polynomial Regression - Model Deployment__en.srt8.38 KB
  199. 10 - Linear Regression/018 Regularization Overview.mp415.52 MB
  200. 10 - Linear Regression/018 Regularization Overview__en.srt10.33 KB
  201. 10 - Linear Regression/019 Feature Scaling.mp424.34 MB
  202. 10 - Linear Regression/019 Feature Scaling__en.srt14.83 KB
  203. 10 - Linear Regression/020 Introduction to Cross Validation.mp432.97 MB
  204. 10 - Linear Regression/020 Introduction to Cross Validation__en.srt19.81 KB
  205. 10 - Linear Regression/021 Regularization Data Setup.mp420.16 MB
  206. 10 - Linear Regression/021 Regularization Data Setup__en.srt12.42 KB
  207. 10 - Linear Regression/022 L2 Regularization - Ridge Regression Theory.mp461.30 MB
  208. 10 - Linear Regression/022 L2 Regularization - Ridge Regression Theory__en.srt20.72 KB
  209. 10 - Linear Regression/023 L2 Regularization - Ridge Regression - Python Implementation.mp489.37 MB
  210. 10 - Linear Regression/023 L2 Regularization - Ridge Regression - Python Implementation__en.srt10.89 KB
  211. 10 - Linear Regression/023 L2 Regularization - Ridge Regression - Python Implementation_en.vtt22.98 KB
  212. 10 - Linear Regression/024 L1 Regularization - Lasso Regression - Background and Implementation.mp494.65 MB
  213. 10 - Linear Regression/024 L1 Regularization - Lasso Regression - Background and Implementation__en.srt5.40 KB
  214. 10 - Linear Regression/024 L1 Regularization - Lasso Regression - Background and Implementation_en.vtt19.64 KB
  215. 10 - Linear Regression/025 L1 and L2 Regularization - Elastic Net.mp466.40 MB
  216. 10 - Linear Regression/025 L1 and L2 Regularization - Elastic Net__en.srt16.97 KB
  217. 10 - Linear Regression/025 L1 and L2 Regularization - Elastic Net_en.vtt22.62 KB
  218. 10 - Linear Regression/026 Linear Regression Project - Data Overview.mp416.94 MB
  219. 10 - Linear Regression/026 Linear Regression Project - Data Overview__en.srt7.67 KB
  220. 11 - Feature Engineering and Data Preparation/001 A note from Jose on Feature Engineering and Data Preparation.html990 bytes
  221. 11 - Feature Engineering and Data Preparation/002 Introduction to Feature Engineering and Data Preparation.mp436.11 MB
  222. 11 - Feature Engineering and Data Preparation/002 Introduction to Feature Engineering and Data Preparation__en.srt24.10 KB
  223. 11 - Feature Engineering and Data Preparation/003 Dealing with Outliers.mp4103.32 MB
  224. 11 - Feature Engineering and Data Preparation/003 Dealing with Outliers__en.srt41.20 KB
  225. 11 - Feature Engineering and Data Preparation/004 Dealing with Missing Data _ Part One - Evaluation of Missing Data.mp419.05 MB
  226. 11 - Feature Engineering and Data Preparation/004 Dealing with Missing Data _ Part One - Evaluation of Missing Data__en.srt16.97 KB
  227. 11 - Feature Engineering and Data Preparation/005 Dealing with Missing Data _ Part Two - Filling or Dropping data based on Rows.mp4117.56 MB
  228. 11 - Feature Engineering and Data Preparation/005 Dealing with Missing Data _ Part Two - Filling or Dropping data based on Rows__en.srt31.42 KB
  229. 11 - Feature Engineering and Data Preparation/006 Dealing with Missing Data _ Part 3 - Fixing data based on Columns.mp4105.22 MB
  230. 11 - Feature Engineering and Data Preparation/006 Dealing with Missing Data _ Part 3 - Fixing data based on Columns__en.srt36.75 KB
  231. 11 - Feature Engineering and Data Preparation/007 Dealing with Categorical Data - Encoding Options.mp458.87 MB
  232. 11 - Feature Engineering and Data Preparation/007 Dealing with Categorical Data - Encoding Options__en.srt20.10 KB
  233. 12 - Cross Validation , Grid Search, and the Linear Regression Project/001 Section Overview and Introduction.mp45.61 MB
  234. 12 - Cross Validation , Grid Search, and the Linear Regression Project/001 Section Overview and Introduction__en.srt5.05 KB
  235. 12 - Cross Validation , Grid Search, and the Linear Regression Project/002 Cross Validation - Test _ Train Split.mp446.86 MB
  236. 12 - Cross Validation , Grid Search, and the Linear Regression Project/002 Cross Validation - Test _ Train Split__en.srt17.43 KB
  237. 12 - Cross Validation , Grid Search, and the Linear Regression Project/003 Cross Validation - Test _ Validation _ Train Split.mp459.41 MB
  238. 12 - Cross Validation , Grid Search, and the Linear Regression Project/003 Cross Validation - Test _ Validation _ Train Split__en.srt21.65 KB
  239. 12 - Cross Validation , Grid Search, and the Linear Regression Project/004 Cross Validation - cross_val_score.mp444.46 MB
  240. 12 - Cross Validation , Grid Search, and the Linear Regression Project/004 Cross Validation - cross_val_score__en.srt8.14 KB
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  242. 12 - Cross Validation , Grid Search, and the Linear Regression Project/005 Cross Validation - cross_validate.mp445.01 MB
  243. 12 - Cross Validation , Grid Search, and the Linear Regression Project/005 Cross Validation - cross_validate__en.srt11.23 KB
  244. 12 - Cross Validation , Grid Search, and the Linear Regression Project/006 Grid Search.mp473.19 MB
  245. 12 - Cross Validation , Grid Search, and the Linear Regression Project/006 Grid Search__en.srt19.26 KB
  246. 12 - Cross Validation , Grid Search, and the Linear Regression Project/007 Linear Regression Project Overview.mp423.63 MB
  247. 12 - Cross Validation , Grid Search, and the Linear Regression Project/007 Linear Regression Project Overview__en.srt5.82 KB
  248. 12 - Cross Validation , Grid Search, and the Linear Regression Project/008 Linear Regression Project - Solutions.mp491.23 MB
  249. 12 - Cross Validation , Grid Search, and the Linear Regression Project/008 Linear Regression Project - Solutions__en.srt8.80 KB
  250. 12 - Cross Validation , Grid Search, and the Linear Regression Project/008 Linear Regression Project - Solutions_en.vtt15.87 KB
  251. 13 - Logistic Regression/001 Early Bird Note on Downloading .zip for Logistic Regression Notes.html523 bytes
  252. 13 - Logistic Regression/002 Introduction to Logistic Regression Section.mp413.93 MB
  253. 13 - Logistic Regression/002 Introduction to Logistic Regression Section__en.srt8.39 KB
  254. 13 - Logistic Regression/003 Logistic Regression - Theory and Intuition - Part One_ The Logistic Function.mp417.31 MB
  255. 13 - Logistic Regression/003 Logistic Regression - Theory and Intuition - Part One_ The Logistic Function__en.srt8.09 KB
  256. 13 - Logistic Regression/004 Logistic Regression - Theory and Intuition - Part Two_ Linear to Logistic.mp48.03 MB
  257. 13 - Logistic Regression/004 Logistic Regression - Theory and Intuition - Part Two_ Linear to Logistic__en.srt7.27 KB
  258. 13 - Logistic Regression/005 Logistic Regression - Theory and Intuition - Linear to Logistic Math.mp436.04 MB
  259. 13 - Logistic Regression/005 Logistic Regression - Theory and Intuition - Linear to Logistic Math__en.srt24.81 KB
  260. 13 - Logistic Regression/006 Logistic Regression - Theory and Intuition - Best fit with Maximum Likelihood.mp454.91 MB
  261. 13 - Logistic Regression/006 Logistic Regression - Theory and Intuition - Best fit with Maximum Likelihood__en.srt22.96 KB
  262. 13 - Logistic Regression/007 Logistic Regression with Scikit-Learn - Part One - EDA.mp462.45 MB
  263. 13 - Logistic Regression/007 Logistic Regression with Scikit-Learn - Part One - EDA__en.srt21.90 KB
  264. 13 - Logistic Regression/008 Logistic Regression with Scikit-Learn - Part Two - Model Training.mp432.57 MB
  265. 13 - Logistic Regression/008 Logistic Regression with Scikit-Learn - Part Two - Model Training__en.srt9.57 KB
  266. 13 - Logistic Regression/009 Classification Metrics - Confusion Matrix and Accuracy.mp421.72 MB
  267. 13 - Logistic Regression/009 Classification Metrics - Confusion Matrix and Accuracy__en.srt13.93 KB
  268. 13 - Logistic Regression/010 Classification Metrics - Precison, Recall, F1-Score.mp433.14 MB
  269. 13 - Logistic Regression/010 Classification Metrics - Precison, Recall, F1-Score__en.srt8.34 KB
  270. 13 - Logistic Regression/011 Classification Metrics - ROC Curves.mp416.07 MB
  271. 13 - Logistic Regression/011 Classification Metrics - ROC Curves__en.srt11.07 KB
  272. 13 - Logistic Regression/012 Logistic Regression with Scikit-Learn - Part Three - Performance Evaluation.mp457.03 MB
  273. 13 - Logistic Regression/012 Logistic Regression with Scikit-Learn - Part Three - Performance Evaluation__en.srt23.43 KB
  274. 13 - Logistic Regression/013 Multi-Class Classification with Logistic Regression - Part One - Data and EDA.mp437.38 MB
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