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[FreeCourseSite.com] Udemy - Python for Data Science and Machine Learning Bootcamp

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视频 2019-9-25 21:53 2024-11-23 14:25 229 3.62 GB 139
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FreeCourseSite com Udemy - Python for Data Science and Machine Learning Bootcamp

文件列表
  1. 1. Course Introduction/1. Introduction to the Course.mp429.04MB
  2. 1. Course Introduction/2. Course Help and Welcome.mp48.26MB
  3. 10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.mp431.35MB
  4. 10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.mp45.17MB
  5. 10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.mp428.6MB
  6. 11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.mp412.51MB
  7. 11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.mp451.15MB
  8. 12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.mp41.94MB
  9. 12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.mp446.15MB
  10. 12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.mp419.19MB
  11. 12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.mp411.15MB
  12. 12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.mp427.63MB
  13. 13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.mp43.99MB
  14. 13. Data Capstone Project/2. 911 Calls Project Overview.mp48.58MB
  15. 13. Data Capstone Project/3. 911 Calls Solutions - Part 1.mp439.79MB
  16. 13. Data Capstone Project/4. 911 Calls Solutions - Part 2.mp449.79MB
  17. 13. Data Capstone Project/6. Finance Data Project Overview.mp412.21MB
  18. 13. Data Capstone Project/7. Finance Project - Solutions Part 1.mp447.26MB
  19. 13. Data Capstone Project/8. Finance Project - Solutions Part 2.mp445.72MB
  20. 13. Data Capstone Project/9. Finance Project - Solutions Part 3.mp416.56MB
  21. 14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.mp47.21MB
  22. 14. Introduction to Machine Learning/3. Introduction to Machine Learning.mp428.93MB
  23. 14. Introduction to Machine Learning/4. Machine Learning with Python.mp416.79MB
  24. 15. Linear Regression/1. Linear Regression Theory.mp48.56MB
  25. 15. Linear Regression/3. Linear Regression with Python - Part 1.mp443.31MB
  26. 15. Linear Regression/4. Linear Regression with Python - Part 2.mp416.05MB
  27. 15. Linear Regression/5. Linear Regression Project Overview.mp410.8MB
  28. 15. Linear Regression/6. Linear Regression Project Solution.mp445.39MB
  29. 16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.mp411.6MB
  30. 17. Logistic Regression/1. Logistic Regression Theory.mp421.01MB
  31. 17. Logistic Regression/2. Logistic Regression with Python - Part 1.mp441.41MB
  32. 17. Logistic Regression/3. Logistic Regression with Python - Part 2.mp434.21MB
  33. 17. Logistic Regression/4. Logistic Regression with Python - Part 3.mp416.95MB
  34. 17. Logistic Regression/5. Logistic Regression Project Overview.mp45.32MB
  35. 17. Logistic Regression/6. Logistic Regression Project Solutions.mp430.21MB
  36. 18. K Nearest Neighbors/1. KNN Theory.mp49.91MB
  37. 18. K Nearest Neighbors/2. KNN with Python.mp445.96MB
  38. 18. K Nearest Neighbors/3. KNN Project Overview.mp44.98MB
  39. 18. K Nearest Neighbors/4. KNN Project Solutions.mp452.66MB
  40. 19. Decision Trees and Random Forests/1. Introduction to Tree Methods.mp412.07MB
  41. 19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.mp440.09MB
  42. 19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.mp411.96MB
  43. 19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.mp430.86MB
  44. 19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.mp426.56MB
  45. 2. Environment Set-Up/1. Python Environment Setup.mp476.35MB
  46. 20. Support Vector Machines/1. SVM Theory.mp48.72MB
  47. 20. Support Vector Machines/2. Support Vector Machines with Python.mp447.45MB
  48. 20. Support Vector Machines/3. SVM Project Overview.mp48.59MB
  49. 20. Support Vector Machines/4. SVM Project Solutions.mp428.13MB
  50. 21. K Means Clustering/1. K Means Algorithm Theory.mp49.62MB
  51. 21. K Means Clustering/2. K Means with Python.mp429.95MB
  52. 21. K Means Clustering/3. K Means Project Overview.mp49.21MB
  53. 21. K Means Clustering/4. K Means Project Solutions.mp447.12MB
  54. 22. Principal Component Analysis/1. Principal Component Analysis.mp46.21MB
  55. 22. Principal Component Analysis/2. PCA with Python.mp443.24MB
  56. 23. Recommender Systems/1. Recommender Systems.mp47.88MB
  57. 23. Recommender Systems/2. Recommender Systems with Python - Part 1.mp435.52MB
  58. 23. Recommender Systems/3. Recommender Systems with Python - Part 2.mp434.44MB
  59. 24. Natural Language Processing/1. Natural Language Processing Theory.mp48.86MB
  60. 24. Natural Language Processing/2. NLP with Python - Part 1.mp440.16MB
  61. 24. Natural Language Processing/3. NLP with Python - Part 2.mp441.91MB
  62. 24. Natural Language Processing/4. NLP with Python - Part 3.mp437.66MB
  63. 24. Natural Language Processing/5. NLP Project Overview.mp46.68MB
  64. 24. Natural Language Processing/6. NLP Project Solutions.mp448.05MB
  65. 25. Big Data and Spark with Python/1. Welcome to the Big Data Section!.mp45.24MB
  66. 25. Big Data and Spark with Python/10. Lambda Expressions Review.mp49.32MB
  67. 25. Big Data and Spark with Python/11. Introduction to Spark and Python.mp415.74MB
  68. 25. Big Data and Spark with Python/12. RDD Transformations and Actions.mp455.68MB
  69. 25. Big Data and Spark with Python/2. Big Data Overview.mp49.96MB
  70. 25. Big Data and Spark with Python/3. Spark Overview.mp415.69MB
  71. 25. Big Data and Spark with Python/5. AWS Account Set-Up.mp410.89MB
  72. 25. Big Data and Spark with Python/7. EC2 Instance Set-Up.mp462.98MB
  73. 25. Big Data and Spark with Python/8. SSH with Mac or Linux.mp49.15MB
  74. 25. Big Data and Spark with Python/9. PySpark Setup.mp460.39MB
  75. 26. Neural Nets and Deep Learning/1. Welcome to the Deep Learning Section!.mp44.91MB
  76. 26. Neural Nets and Deep Learning/10. Deep Learning Project - Solutions.mp494.6MB
  77. 26. Neural Nets and Deep Learning/2. Neural Network Theory.mp412.45MB
  78. 26. Neural Nets and Deep Learning/3. What is TensorFlow.mp425.11MB
  79. 26. Neural Nets and Deep Learning/4. Installing Tensorflow 1.10.mp47.28MB
  80. 26. Neural Nets and Deep Learning/5. TensorFlow Basics.mp430.98MB
  81. 26. Neural Nets and Deep Learning/6. MNIST - Part One.mp458.38MB
  82. 26. Neural Nets and Deep Learning/7. MNIST - Part Two.mp494.08MB
  83. 26. Neural Nets and Deep Learning/8. Tensorflow Estimators.mp4156.64MB
  84. 26. Neural Nets and Deep Learning/9. Deep Learning Project.mp428.15MB
  85. 27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/1. TensorFlow Installation.mp469.26MB
  86. 27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/2. MNIST with Multi-Layer Perceptron - Part 1.mp421.74MB
  87. 27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/3. MNIST with Multi-Layer Perceptron - Part 2.mp436.51MB
  88. 27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/4. MNIST with Multi-Layer Perceptron - Part 3.mp444.34MB
  89. 27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/5. TensorFlow with ContribLearn.mp419.54MB
  90. 27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/6. Tensorflow Project Exercise Overview.mp47.32MB
  91. 27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/7. Tensorflow Project Exercise - Solutions.mp437.51MB
  92. 3. Jupyter Overview/2. Jupyter Notebooks.mp431.98MB
  93. 3. Jupyter Overview/3. Optional Virtual Environments.mp418.94MB
  94. 4. Python Crash Course/1. Welcome to the Python Crash Course Section!.mp43.95MB
  95. 4. Python Crash Course/2. Introduction to Python Crash Course.mp42.66MB
  96. 4. Python Crash Course/3. Python Crash Course - Part 1.mp435.78MB
  97. 4. Python Crash Course/4. Python Crash Course - Part 2.mp428.87MB
  98. 4. Python Crash Course/5. Python Crash Course - Part 3.mp431.76MB
  99. 4. Python Crash Course/6. Python Crash Course - Part 4.mp429.26MB
  100. 4. Python Crash Course/7. Python Crash Course Exercises - Overview.mp49.39MB
  101. 4. Python Crash Course/8. Python Crash Course Exercises - Solutions.mp427.25MB
  102. 5. Python for Data Analysis - NumPy/1. Welcome to the NumPy Section!.mp42.48MB
  103. 5. Python for Data Analysis - NumPy/2. Introduction to Numpy.mp44.15MB
  104. 5. Python for Data Analysis - NumPy/3. Numpy Arrays.mp433.45MB
  105. 5. Python for Data Analysis - NumPy/5. Numpy Array Indexing.mp437.3MB
  106. 5. Python for Data Analysis - NumPy/6. Numpy Operations.mp425.46MB
  107. 5. Python for Data Analysis - NumPy/7. Numpy Exercises Overview.mp49.77MB
  108. 5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.mp438.27MB
  109. 6. Python for Data Analysis - Pandas/1. Welcome to the Pandas Section!.mp43.26MB
  110. 6. Python for Data Analysis - Pandas/10. Operations.mp424.12MB
  111. 6. Python for Data Analysis - Pandas/11. Data Input and Output.mp436.62MB
  112. 6. Python for Data Analysis - Pandas/2. Introduction to Pandas.mp43.18MB
  113. 6. Python for Data Analysis - Pandas/3. Series.mp420.3MB
  114. 6. Python for Data Analysis - Pandas/4. DataFrames - Part 1.mp439.77MB
  115. 6. Python for Data Analysis - Pandas/5. DataFrames - Part 2.mp442.02MB
  116. 6. Python for Data Analysis - Pandas/6. DataFrames - Part 3.mp420.86MB
  117. 6. Python for Data Analysis - Pandas/7. Missing Data.mp412.14MB
  118. 6. Python for Data Analysis - Pandas/8. Groupby.mp414.78MB
  119. 6. Python for Data Analysis - Pandas/9. Merging Joining and Concatenating.mp426.16MB
  120. 7. Python for Data Analysis - Pandas Exercises/2. SF Salaries Exercise Overview.mp46.79MB
  121. 7. Python for Data Analysis - Pandas Exercises/3. SF Salaries Solutions.mp442.69MB
  122. 7. Python for Data Analysis - Pandas Exercises/4. Ecommerce Purchases Exercise Overview.mp47.4MB
  123. 7. Python for Data Analysis - Pandas Exercises/5. Ecommerce Purchases Exercise Solutions.mp443.07MB
  124. 8. Python for Data Visualization - Matplotlib/1. Welcome to the Data Visualization Section!.mp45.2MB
  125. 8. Python for Data Visualization - Matplotlib/2. Introduction to Matplotlib.mp412.63MB
  126. 8. Python for Data Visualization - Matplotlib/3. Matplotlib Part 1.mp436.17MB
  127. 8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.mp431.56MB
  128. 8. Python for Data Visualization - Matplotlib/5. Matplotlib Part 3.mp427.27MB
  129. 8. Python for Data Visualization - Matplotlib/6. Matplotlib Exercises Overview.mp45.85MB
  130. 8. Python for Data Visualization - Matplotlib/7. Matplotlib Exercises - Solutions.mp427.73MB
  131. 9. Python for Data Visualization - Seaborn/1. Introduction to Seaborn.mp49.03MB
  132. 9. Python for Data Visualization - Seaborn/2. Distribution Plots.mp451.4MB
  133. 9. Python for Data Visualization - Seaborn/3. Categorical Plots.mp438.5MB
  134. 9. Python for Data Visualization - Seaborn/4. Matrix Plots.mp422.37MB
  135. 9. Python for Data Visualization - Seaborn/5. Grids.mp419.88MB
  136. 9. Python for Data Visualization - Seaborn/6. Regression Plots.mp415.47MB
  137. 9. Python for Data Visualization - Seaborn/7. Style and Color.mp418.99MB
  138. 9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.mp46.64MB
  139. 9. Python for Data Visualization - Seaborn/9. Seaborn Exercise Solutions.mp420.04MB
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