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2021 Python for Data Science & Machine Learning from A-Z

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文件列表

  1. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/7. PCA - Image Compression.mp4 250MB
  2. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/6. Implementing Random Forests from scratch Part 1.mp4 203MB
  3. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/7. ID3 - Putting Everything Together.mp4 182MB
  4. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/3. EDA on Iris Dataset.mp4 162MB
  5. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/3. What is Entropy and Information Gain.mp4 136MB
  6. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/9. PCA - Biplot and the Screen Plot.mp4 136MB
  7. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/6. How To Get a Data Science Job.mp4 131MB
  8. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/5. What is a Data Scientist.mp4 127MB
  9. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/6. SVM - Kernel Types.mp4 126MB
  10. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/2. EDA on Adult Dataset.mp4 123MB
  11. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/8. Evaluating our ID3 implementation.mp4 122MB
  12. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/8. PCA Data Preprocessing.mp4 120MB
  13. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/13. Pruning.mp4 113MB
  14. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/8. SVM with Non-linear Dataset.mp4 112MB
  15. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/13. Linear and Logistic Regression/3. Linear Regression + Correlation Methods.mp4 110MB
  16. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/18. K-means/3. Representing Clusters.mp4 110MB
  17. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/15. Python Dictionaries.mp4 104MB
  18. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/7. SVM with Linear Dataset (Iris).mp4 102MB
  19. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/18. K-means/1. Unsupervised Machine Learning Intro.mp4 101MB
  20. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/9. Machine Learning/1. Introduction To Machine Learning.mp4 99MB
  21. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/2. What is Ensemble Learning.mp4 92MB
  22. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/7. Hyperparameter tuning using the cross-validation.mp4 90MB
  23. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/2. What is Data Science.mp4 88MB
  24. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/5. Implement the KNN algorithm from scratch.mp4 87MB
  25. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/7. Python Operators.mp4 87MB
  26. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/13. AdaBoost Part 2.mp4 86MB
  27. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/4. The Decision Tree ID3 algorithm from scratch Part 1.mp4 85MB
  28. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/3. What is Machine Learning.mp4 83MB
  29. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/18. K-means/2. Unsupervised Machine Learning Continued.mp4 83MB
  30. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/12. Decision Trees Hyper-parameters.mp4 81MB
  31. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/4. Data Science Job Roles.mp4 80MB
  32. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/7. Data Science Projects Overview.mp4 79MB
  33. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/4. Machine Learning Concepts & Algorithms.mp4 78MB
  34. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/5. What is Deep Learning.mp4 78MB
  35. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/5. Kernel Trick.mp4 77MB
  36. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/6. Machine Learning vs Deep Learning.mp4 76MB
  37. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/8. Python Data Visualization/1. Data Visualization Overview.mp4 73MB
  38. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/7. Pandas Data Analysis/2. Introduction to Pandas Continued.mp4 71MB
  39. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/19. Object Oriented Programming in Python.mp4 70MB
  40. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/10. PCA - Feature Scaling and Screen Plot.mp4 68MB
  41. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/10. Visualizing the tree.mp4 68MB
  42. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/12. PCA - Visualization.mp4 68MB
  43. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/3. Hard vs Soft Margins.mp4 66MB
  44. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/9. Compare with Sklearn implementation.mp4 66MB
  45. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/5. The Decision Tree ID3 algorithm from scratch Part 2.mp4 64MB
  46. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/18. Python Functions.mp4 63MB
  47. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/5. Probability & Hypothesis Testing/4. Hypothesis Testing Overview.mp4 61MB
  48. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/13. More about Lists.mp4 60MB
  49. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/4. PCA Algorithm Steps (Mathematics).mp4 58MB
  50. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/9. Python Strings.mp4 56MB
  51. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/3. What is Bootstrap Sampling.mp4 56MB
  52. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/10. Python Conditional Statements.mp4 55MB
  53. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/14. Python Tuples.mp4 55MB
  54. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/10. Data Loading & Exploration/1. Exploratory Data Analysis.mp4 51MB
  55. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/7. Implementing Random Forests from scratch Part 2.mp4 51MB
  56. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/10. Feature scaling in KNN.mp4 49MB
  57. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/2. SVM intuition.mp4 49MB
  58. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/15. Decision Trees Pros and Cons.mp4 48MB
  59. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/2. What is PCA.mp4 47MB
  60. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/17. Compound Data Types & When to use each one.mp4 47MB
  61. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/2. Data Science + Machine Learning Marketplace.mp4 47MB
  62. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/7. Pandas Data Analysis/1. Introduction to Pandas.mp4 47MB
  63. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/11. Curse of dimensionality.mp4 46MB
  64. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/6. Inferential Statistics.mp4 45MB
  65. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/5. Out-of-Bag Error (OOB Error).mp4 42MB
  66. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/3. NumPy Arrays Basics.mp4 40MB
  67. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/9. Random Forests Hyper-Parameters.mp4 40MB
  68. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/10. SMV - Project Overview.mp4 40MB
  69. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/5. Covariance Matrix vs SVD.mp4 39MB
  70. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/5. Python Variables, Booleans and None.mp4 38MB
  71. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/3. Measure of Variability.mp4 38MB
  72. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/20. Data Science Career/1. Creating A Data Science Resume.mp4 37MB
  73. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/11. PCA - Supervised vs Unsupervised.mp4 36MB
  74. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/11. What is Boosting.mp4 35MB
  75. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/1. SVM Outline.mp4 35MB
  76. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/6. Getting Started with Google Colab.mp4 35MB
  77. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/4. NumPy Array Indexing.mp4 35MB
  78. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/1. Intro NumPy Array Data Types.mp4 35MB
  79. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/4. Measure of Variability Continued.mp4 35MB
  80. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/6. The Decision Tree ID3 algorithm from scratch Part 3.mp4 33MB
  81. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/5. Probability & Hypothesis Testing/3. Relative Frequency.mp4 33MB
  82. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/2. NumPy Arrays.mp4 32MB
  83. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/1. PCA Section Overview.mp4 32MB
  84. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/11. Plot the features importance.mp4 32MB
  85. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/13. Linear and Logistic Regression/1. Linear Regression Intro.mp4 31MB
  86. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/20. Data Science Career/6. Personal Branding.mp4 30MB
  87. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/9. Manhattan vs Euclidean Distance.mp4 30MB
  88. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/13. KNN pros and cons.mp4 30MB
  89. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/20. Data Science Career/4. Getting Started with Freelancing.mp4 30MB
  90. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/11. Data Cleaning/2. Data Cleaning.mp4 30MB
  91. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/20. Data Science Career/5. Top Freelance Websites.mp4 30MB
  92. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/4. What is Bagging.mp4 29MB
  93. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/16. Python Sets.mp4 29MB
  94. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/3. Data Science Job Opportunities.mp4 29MB
  95. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/12. KNN use cases.mp4 29MB
  96. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/8. Compare with sklearn implementation.mp4 28MB
  97. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/8. Python Data Visualization/3. Python Data Visualization Implementation.mp4 27MB
  98. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/5. Probability & Hypothesis Testing/1. What is Exactly is Probability.mp4 27MB
  99. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/8. Sampling Distribution.mp4 26MB
  100. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/8. Python Numbers & Booleans.mp4 26MB
  101. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/11. Python For Loops and While Loops.mp4 26MB
  102. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/12. AdaBoost Part 1.mp4 26MB
  103. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/9. SVM with Regression.mp4 25MB
  104. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/20. Data Science Career/3. How to Contact Recruiters.mp4 25MB
  105. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/6. Compare the result with the sklearn library.mp4 25MB
  106. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/20. Data Science Career/7. Networking Do's and Don'ts.mp4 24MB
  107. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/5. Measures of Variable Relationship.mp4 24MB
  108. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/20. Data Science Career/2. Data Science Cover Letter.mp4 23MB
  109. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/2. Descriptive Statistics.mp4 21MB
  110. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/12. Python Lists.mp4 21MB
  111. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/1. Intro To Statistics.mp4 21MB
  112. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/4. C hyper-parameter.mp4 21MB
  113. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/10. Random Forests Pros and Cons.mp4 20MB
  114. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/3. PCA Drawbacks.mp4 19MB
  115. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/11. Data Cleaning/1. Feature Scaling.mp4 19MB
  116. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/14. [Optional] Gain Ration.mp4 19MB
  117. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/12. Feature Selecting and Engineering/1. Feature Engineering.mp4 18MB
  118. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/1. What is Programming.mp4 18MB
  119. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/6. Broadcasting.mp4 18MB
  120. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/13. Linear and Logistic Regression/4. Linear Regression Implementation.mp4 18MB
  121. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/1. Who is This Course For.mp4 17MB
  122. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/5. NumPy Array Computations.mp4 17MB
  123. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/8. The decision boundary visualization.mp4 17MB
  124. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/1. Decision Trees Section Overview.mp4 16MB
  125. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/2. Why Python for Data Science.mp4 16MB
  126. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/1. Ensemble Learning Section Overview.mp4 16MB
  127. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/8. Python Data Visualization/2. Different Data Visualization Libraries in Python.mp4 16MB
  128. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/13. Linear and Logistic Regression/2. Gradient Descent.mp4 16MB
  129. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/2. parametric vs non-parametric models.mp4 16MB
  130. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/20. Data Science Career/8. Importance of a Website.mp4 15MB
  131. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/16. [Project] Predict whether income exceeds $50Kyr - Overview.mp4 15MB
  132. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/5. Probability & Hypothesis Testing/2. Expected Values.mp4 15MB
  133. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/3. What is Jupyter.mp4 15MB
  134. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/1. Why We Use Python.mp4 14MB
  135. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/1. KNN Overview.mp4 13MB
  136. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/6. PCA - Main Applications.mp4 10MB
  137. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/13. Linear and Logistic Regression/5. Logistic Regression.mp4 9MB
  138. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/4. What is Google Colab.mp4 8MB
  139. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/4. The KNN Intuition.mp4 8MB
  140. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/7. Measure of Asymmetry.mp4 7MB
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  235. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/3.1 Jupyter Notebook.pdf 307KB
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  260. [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/1.1 NumPy Basics.pdf 77KB
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