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[ ] Udemy - Authoring Machine Learning Models from Scratch

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  • 文件大小:612MB
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文件列表

  1. ~Get Your Files Here !/2. Data Preparation/1. Loading Data from a CSV File.mp4 28MB
  2. ~Get Your Files Here !/1. Introduction/5. What is an Algorithm in Programming.mp4 25MB
  3. ~Get Your Files Here !/3. Linear Algorithms/1. Algorithm Test Harness - Train-Test-Split.mp4 24MB
  4. ~Get Your Files Here !/1. Introduction/1. Introduction.mp4 23MB
  5. ~Get Your Files Here !/3. Linear Algorithms/7. Demo Multivariate Linear Regression Case Study.mp4 20MB
  6. ~Get Your Files Here !/3. Linear Algorithms/9. Logistic Regression Defined.mp4 19MB
  7. ~Get Your Files Here !/2. Data Preparation/15. Zero Rule Algorithm.mp4 19MB
  8. ~Get Your Files Here !/2. Data Preparation/9. Evaluation Metrics.mp4 18MB
  9. ~Get Your Files Here !/2. Data Preparation/13. Baseline Models.mp4 18MB
  10. ~Get Your Files Here !/2. Data Preparation/12. Regression Metrics.mp4 18MB
  11. ~Get Your Files Here !/2. Data Preparation/2. Scale Your Data Normalization.mp4 18MB
  12. ~Get Your Files Here !/2. Data Preparation/8. Choosing a Resampling Method.mp4 17MB
  13. ~Get Your Files Here !/3. Linear Algorithms/14. Demo The Perceptron Make Predictions.mp4 16MB
  14. ~Get Your Files Here !/2. Data Preparation/3. Scale Your Data Standardization.mp4 15MB
  15. ~Get Your Files Here !/3. Linear Algorithms/11. Demo Logistic Regression Estimating Coefficients.mp4 15MB
  16. ~Get Your Files Here !/4. Non-Linear Regression/11. Demo Naïve Bayes Summarize the Dataset.mp4 15MB
  17. ~Get Your Files Here !/3. Linear Algorithms/2. Algorithm Test Harness - K-Fold.mp4 15MB
  18. ~Get Your Files Here !/4. Non-Linear Regression/2. Demo CART Creating the Gini Index.mp4 14MB
  19. ~Get Your Files Here !/3. Linear Algorithms/4. Simple Linear Regression Case Study.mp4 13MB
  20. ~Get Your Files Here !/2. Data Preparation/5. Train-Test Split.mp4 13MB
  21. ~Get Your Files Here !/3. Linear Algorithms/8. Demo Linear Regression on Wine Quality Dataset.mp4 13MB
  22. ~Get Your Files Here !/2. Data Preparation/11. Confusion Matrix.mp4 12MB
  23. ~Get Your Files Here !/2. Data Preparation/4. Algorithm Evaluation Methods.mp4 12MB
  24. ~Get Your Files Here !/3. Linear Algorithms/6. Multivariate Linear Regression Case Study.mp4 12MB
  25. ~Get Your Files Here !/4. Non-Linear Regression/4. Demo CART Evaluating the Splits.mp4 12MB
  26. ~Get Your Files Here !/3. Linear Algorithms/5. Simple Linear Regression Case Study Part 2.mp4 11MB
  27. ~Get Your Files Here !/3. Linear Algorithms/12. Demo Logistic Regression Diabetes Dataset.mp4 11MB
  28. ~Get Your Files Here !/3. Linear Algorithms/15. Demo The Perceptron Training Weights.mp4 11MB
  29. ~Get Your Files Here !/3. Linear Algorithms/3. Simple Linear Regression.mp4 11MB
  30. ~Get Your Files Here !/2. Data Preparation/14. Random Prediction Algorithm.mp4 11MB
  31. ~Get Your Files Here !/3. Linear Algorithms/16. Demo The Perceptron Sonar Dataset.mp4 11MB
  32. ~Get Your Files Here !/1. Introduction/3. Course Outcomes.mp4 10MB
  33. ~Get Your Files Here !/4. Non-Linear Regression/6. Demo CART Recursive Splitting.mp4 10MB
  34. ~Get Your Files Here !/4. Non-Linear Regression/10. Demo Naïve Bayes Separate by Class.mp4 9MB
  35. ~Get Your Files Here !/4. Non-Linear Regression/7. Demo CART Assembling the Tree.mp4 9MB
  36. ~Get Your Files Here !/4. Non-Linear Regression/8. Demo CART CART to Banknote Dataset.mp4 9MB
  37. ~Get Your Files Here !/3. Linear Algorithms/10. Demo Logistic Regression Make Predictions.mp4 9MB
  38. ~Get Your Files Here !/3. Linear Algorithms/13. The Perceptron.mp4 9MB
  39. ~Get Your Files Here !/4. Non-Linear Regression/1. Classification and Regression Trees.mp4 9MB
  40. ~Get Your Files Here !/2. Data Preparation/10. Classification Accuracy.mp4 8MB
  41. ~Get Your Files Here !/4. Non-Linear Regression/12. Demo Naïve Bayes Summarize Data by Class.mp4 8MB
  42. ~Get Your Files Here !/2. Data Preparation/7. K-Fold Cross-Validation.mp4 7MB
  43. ~Get Your Files Here !/4. Non-Linear Regression/5. CART Building the Tree.mp4 6MB
  44. ~Get Your Files Here !/4. Non-Linear Regression/9. Naïve Bayes.mp4 6MB
  45. ~Get Your Files Here !/4. Non-Linear Regression/3. Demo CART Creating the Splits.mp4 5MB
  46. ~Get Your Files Here !/2. Data Preparation/6. K-Fold Cross-Validation Defined.mp4 3MB
  47. ~Get Your Files Here !/1. Introduction/2. What is this course... exactly.mp4 2MB
  48. ~Get Your Files Here !/1. Introduction/4. Course Structure.mp4 2MB
  49. ~Get Your Files Here !/3. Linear Algorithms/contrived-dataset.xlsx 37KB
  50. ~Get Your Files Here !/3. Linear Algorithms/Building Machine Learning Algorithms in Python - Simple Linear Regression.ipynb 9KB
  51. ~Get Your Files Here !/3. Linear Algorithms/Building Machine Learning Algorithms in Python - Algorithm Test Harness.ipynb 6KB
  52. ~Get Your Files Here !/2. Data Preparation/1. Loading Data from a CSV File-en_US.srt 6KB
  53. ~Get Your Files Here !/3. Linear Algorithms/1. Algorithm Test Harness - Train-Test-Split-en_US.srt 6KB
  54. ~Get Your Files Here !/3. Linear Algorithms/7. Demo Multivariate Linear Regression Case Study-en_US.srt 5KB
  55. ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Loading Data.ipynb 5KB
  56. ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Scaling Data with Standardization.ipynb 5KB
  57. ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Evaluation Metrics.ipynb 5KB
  58. ~Get Your Files Here !/2. Data Preparation/11. Confusion Matrix-en_US.srt 5KB
  59. ~Get Your Files Here !/2. Data Preparation/15. Zero Rule Algorithm-en_US.srt 4KB
  60. ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Scaling Data with Normalization.ipynb 4KB
  61. ~Get Your Files Here !/1. Introduction/5. What is an Algorithm in Programming-en_US.srt 4KB
  62. ~Get Your Files Here !/3. Linear Algorithms/9. Logistic Regression Defined-en_US.srt 4KB
  63. ~Get Your Files Here !/3. Linear Algorithms/4. Simple Linear Regression Case Study-en_US.srt 4KB
  64. ~Get Your Files Here !/4. Non-Linear Regression/11. Demo Naïve Bayes Summarize the Dataset-en_US.srt 4KB
  65. ~Get Your Files Here !/2. Data Preparation/5. Train-Test Split-en_US.srt 4KB
  66. ~Get Your Files Here !/2. Data Preparation/2. Scale Your Data Normalization-en_US.srt 4KB
  67. ~Get Your Files Here !/2. Data Preparation/3. Scale Your Data Standardization-en_US.srt 4KB
  68. ~Get Your Files Here !/4. Non-Linear Regression/2. Demo CART Creating the Gini Index-en_US.srt 4KB
  69. ~Get Your Files Here !/2. Data Preparation/12. Regression Metrics-en_US.srt 4KB
  70. ~Get Your Files Here !/3. Linear Algorithms/11. Demo Logistic Regression Estimating Coefficients-en_US.srt 3KB
  71. ~Get Your Files Here !/4. Non-Linear Regression/1. Classification and Regression Trees-en_US.srt 3KB
  72. ~Get Your Files Here !/3. Linear Algorithms/2. Algorithm Test Harness - K-Fold-en_US.srt 3KB
  73. ~Get Your Files Here !/3. Linear Algorithms/3. Simple Linear Regression-en_US.srt 3KB
  74. ~Get Your Files Here !/3. Linear Algorithms/5. Simple Linear Regression Case Study Part 2-en_US.srt 3KB
  75. ~Get Your Files Here !/4. Non-Linear Regression/5. CART Building the Tree-en_US.srt 3KB
  76. ~Get Your Files Here !/3. Linear Algorithms/14. Demo The Perceptron Make Predictions-en_US.srt 3KB
  77. ~Get Your Files Here !/4. Non-Linear Regression/10. Demo Naïve Bayes Separate by Class-en_US.srt 3KB
  78. ~Get Your Files Here !/3. Linear Algorithms/8. Demo Linear Regression on Wine Quality Dataset-en_US.srt 3KB
  79. ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Baseline Algorithms.ipynb 3KB
  80. ~Get Your Files Here !/3. Linear Algorithms/15. Demo The Perceptron Training Weights-en_US.srt 3KB
  81. ~Get Your Files Here !/4. Non-Linear Regression/4. Demo CART Evaluating the Splits-en_US.srt 3KB
  82. ~Get Your Files Here !/4. Non-Linear Regression/6. Demo CART Recursive Splitting-en_US.srt 3KB
  83. ~Get Your Files Here !/2. Data Preparation/6. K-Fold Cross-Validation Defined-en_US.srt 3KB
  84. ~Get Your Files Here !/3. Linear Algorithms/12. Demo Logistic Regression Diabetes Dataset-en_US.srt 3KB
  85. ~Get Your Files Here !/2. Data Preparation/7. K-Fold Cross-Validation-en_US.srt 3KB
  86. ~Get Your Files Here !/3. Linear Algorithms/16. Demo The Perceptron Sonar Dataset-en_US.srt 3KB
  87. ~Get Your Files Here !/2. Data Preparation/14. Random Prediction Algorithm-en_US.srt 2KB
  88. ~Get Your Files Here !/1. Introduction/1. Introduction-en_US.srt 2KB
  89. ~Get Your Files Here !/3. Linear Algorithms/6. Multivariate Linear Regression Case Study-en_US.srt 2KB
  90. ~Get Your Files Here !/4. Non-Linear Regression/8. Demo CART CART to Banknote Dataset-en_US.srt 2KB
  91. ~Get Your Files Here !/4. Non-Linear Regression/7. Demo CART Assembling the Tree-en_US.srt 2KB
  92. ~Get Your Files Here !/1. Introduction/3. Course Outcomes-en_US.srt 2KB
  93. ~Get Your Files Here !/3. Linear Algorithms/13. The Perceptron-en_US.srt 2KB
  94. ~Get Your Files Here !/3. Linear Algorithms/10. Demo Logistic Regression Make Predictions-en_US.srt 2KB
  95. ~Get Your Files Here !/2. Data Preparation/9. Evaluation Metrics-en_US.srt 2KB
  96. ~Get Your Files Here !/2. Data Preparation/10. Classification Accuracy-en_US.srt 2KB
  97. ~Get Your Files Here !/4. Non-Linear Regression/12. Demo Naïve Bayes Summarize Data by Class-en_US.srt 2KB
  98. ~Get Your Files Here !/2. Data Preparation/8. Choosing a Resampling Method-en_US.srt 2KB
  99. ~Get Your Files Here !/1. Introduction/4. Course Structure-en_US.srt 2KB
  100. ~Get Your Files Here !/1. Introduction/2. What is this course... exactly-en_US.srt 2KB
  101. ~Get Your Files Here !/4. Non-Linear Regression/3. Demo CART Creating the Splits-en_US.srt 2KB
  102. ~Get Your Files Here !/4. Non-Linear Regression/9. Naïve Bayes-en_US.srt 2KB
  103. ~Get Your Files Here !/2. Data Preparation/13. Baseline Models-en_US.srt 2KB
  104. ~Get Your Files Here !/2. Data Preparation/4. Algorithm Evaluation Methods-en_US.srt 2KB
  105. ~Get Your Files Here !/3. Linear Algorithms/insurance.csv 495B
  106. ~Get Your Files Here !/Bonus Resources.txt 357B
  107. Get Bonus Downloads Here.url 183B