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[ FreeCourseWeb.com ] Udemy - Authoring Machine Learning Models from Scratch

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视频 2021-12-8 06:16 2024-12-17 22:13 161 611.53 MB 48
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文件列表
  1. ~Get Your Files Here !/1. Introduction/1. Introduction.mp423.11MB
  2. ~Get Your Files Here !/1. Introduction/2. What is this course... exactly.mp41.8MB
  3. ~Get Your Files Here !/1. Introduction/3. Course Outcomes.mp410.18MB
  4. ~Get Your Files Here !/1. Introduction/4. Course Structure.mp41.76MB
  5. ~Get Your Files Here !/1. Introduction/5. What is an Algorithm in Programming.mp425.41MB
  6. ~Get Your Files Here !/2. Data Preparation/1. Loading Data from a CSV File.mp428.11MB
  7. ~Get Your Files Here !/2. Data Preparation/10. Classification Accuracy.mp47.71MB
  8. ~Get Your Files Here !/2. Data Preparation/11. Confusion Matrix.mp412.45MB
  9. ~Get Your Files Here !/2. Data Preparation/12. Regression Metrics.mp418.01MB
  10. ~Get Your Files Here !/2. Data Preparation/13. Baseline Models.mp418.34MB
  11. ~Get Your Files Here !/2. Data Preparation/14. Random Prediction Algorithm.mp410.56MB
  12. ~Get Your Files Here !/2. Data Preparation/15. Zero Rule Algorithm.mp418.88MB
  13. ~Get Your Files Here !/2. Data Preparation/2. Scale Your Data Normalization.mp417.77MB
  14. ~Get Your Files Here !/2. Data Preparation/3. Scale Your Data Standardization.mp415.43MB
  15. ~Get Your Files Here !/2. Data Preparation/4. Algorithm Evaluation Methods.mp412.4MB
  16. ~Get Your Files Here !/2. Data Preparation/5. Train-Test Split.mp412.71MB
  17. ~Get Your Files Here !/2. Data Preparation/6. K-Fold Cross-Validation Defined.mp42.67MB
  18. ~Get Your Files Here !/2. Data Preparation/7. K-Fold Cross-Validation.mp47MB
  19. ~Get Your Files Here !/2. Data Preparation/8. Choosing a Resampling Method.mp417.41MB
  20. ~Get Your Files Here !/2. Data Preparation/9. Evaluation Metrics.mp418.49MB
  21. ~Get Your Files Here !/3. Linear Algorithms/1. Algorithm Test Harness - Train-Test-Split.mp423.97MB
  22. ~Get Your Files Here !/3. Linear Algorithms/10. Demo Logistic Regression Make Predictions.mp48.63MB
  23. ~Get Your Files Here !/3. Linear Algorithms/11. Demo Logistic Regression Estimating Coefficients.mp415.24MB
  24. ~Get Your Files Here !/3. Linear Algorithms/12. Demo Logistic Regression Diabetes Dataset.mp411.21MB
  25. ~Get Your Files Here !/3. Linear Algorithms/13. The Perceptron.mp48.57MB
  26. ~Get Your Files Here !/3. Linear Algorithms/14. Demo The Perceptron Make Predictions.mp416.42MB
  27. ~Get Your Files Here !/3. Linear Algorithms/15. Demo The Perceptron Training Weights.mp411.15MB
  28. ~Get Your Files Here !/3. Linear Algorithms/16. Demo The Perceptron Sonar Dataset.mp410.54MB
  29. ~Get Your Files Here !/3. Linear Algorithms/2. Algorithm Test Harness - K-Fold.mp414.79MB
  30. ~Get Your Files Here !/3. Linear Algorithms/3. Simple Linear Regression.mp411.15MB
  31. ~Get Your Files Here !/3. Linear Algorithms/4. Simple Linear Regression Case Study.mp412.9MB
  32. ~Get Your Files Here !/3. Linear Algorithms/5. Simple Linear Regression Case Study Part 2.mp411.31MB
  33. ~Get Your Files Here !/3. Linear Algorithms/6. Multivariate Linear Regression Case Study.mp412.38MB
  34. ~Get Your Files Here !/3. Linear Algorithms/7. Demo Multivariate Linear Regression Case Study.mp419.99MB
  35. ~Get Your Files Here !/3. Linear Algorithms/8. Demo Linear Regression on Wine Quality Dataset.mp412.58MB
  36. ~Get Your Files Here !/3. Linear Algorithms/9. Logistic Regression Defined.mp419.44MB
  37. ~Get Your Files Here !/4. Non-Linear Regression/1. Classification and Regression Trees.mp48.53MB
  38. ~Get Your Files Here !/4. Non-Linear Regression/10. Demo Naïve Bayes Separate by Class.mp49.34MB
  39. ~Get Your Files Here !/4. Non-Linear Regression/11. Demo Naïve Bayes Summarize the Dataset.mp415.17MB
  40. ~Get Your Files Here !/4. Non-Linear Regression/12. Demo Naïve Bayes Summarize Data by Class.mp47.65MB
  41. ~Get Your Files Here !/4. Non-Linear Regression/2. Demo CART Creating the Gini Index.mp413.91MB
  42. ~Get Your Files Here !/4. Non-Linear Regression/3. Demo CART Creating the Splits.mp45.41MB
  43. ~Get Your Files Here !/4. Non-Linear Regression/4. Demo CART Evaluating the Splits.mp412.36MB
  44. ~Get Your Files Here !/4. Non-Linear Regression/5. CART Building the Tree.mp45.87MB
  45. ~Get Your Files Here !/4. Non-Linear Regression/6. Demo CART Recursive Splitting.mp49.55MB
  46. ~Get Your Files Here !/4. Non-Linear Regression/7. Demo CART Assembling the Tree.mp48.73MB
  47. ~Get Your Files Here !/4. Non-Linear Regression/8. Demo CART CART to Banknote Dataset.mp48.67MB
  48. ~Get Your Files Here !/4. Non-Linear Regression/9. Naïve Bayes.mp45.87MB
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