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[ FreeCourseWeb.com ] Udemy - Machine Learning for BI, PART 2 - Classification Modeling

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视频 2021-11-26 14:32 2024-11-29 14:14 211 758.63 MB 46
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FreeCourseWeb com Udemy - Machine Learning for BI PART 2 - Classification Modeling

文件列表
  1. ~Get Your Files Here !/01 Getting Started/001 Course Structure & Outline.mp429.76MB
  2. ~Get Your Files Here !/01 Getting Started/003 About this Series.mp49.4MB
  3. ~Get Your Files Here !/01 Getting Started/005 Setting Expectations.mp414.93MB
  4. ~Get Your Files Here !/02 Intro to Classification/001 Supervised vs. Unsupervised Learning.mp48.36MB
  5. ~Get Your Files Here !/02 Intro to Classification/002 Classification vs. Regression.mp48.42MB
  6. ~Get Your Files Here !/02 Intro to Classification/003 RECAP_ Key Concepts.mp414.93MB
  7. ~Get Your Files Here !/02 Intro to Classification/004 Classification 101.mp417.21MB
  8. ~Get Your Files Here !/02 Intro to Classification/005 Classification Workflow.mp412.36MB
  9. ~Get Your Files Here !/02 Intro to Classification/006 Feature Engineering.mp416.63MB
  10. ~Get Your Files Here !/02 Intro to Classification/007 Data Splitting.mp48.29MB
  11. ~Get Your Files Here !/02 Intro to Classification/008 Overfitting.mp416.71MB
  12. ~Get Your Files Here !/03 Classification Models/001 Common Classification Models.mp45.92MB
  13. ~Get Your Files Here !/03 Classification Models/002 Intro to K-Nearest Neighbors (KNN).mp45.27MB
  14. ~Get Your Files Here !/03 Classification Models/003 KNN Examples.mp418.31MB
  15. ~Get Your Files Here !/03 Classification Models/004 CASE STUDY_ KNN.mp471.4MB
  16. ~Get Your Files Here !/03 Classification Models/005 Intro to Naïve Bayes.mp47.22MB
  17. ~Get Your Files Here !/03 Classification Models/006 Naïve Bayes _ Frequency Tables.mp48.56MB
  18. ~Get Your Files Here !/03 Classification Models/007 Naïve Bayes _ Conditional Probability.mp424.81MB
  19. ~Get Your Files Here !/03 Classification Models/008 CASE STUDY_ Naïve Bayes.mp438.06MB
  20. ~Get Your Files Here !/03 Classification Models/009 Intro to Decision Trees.mp49.07MB
  21. ~Get Your Files Here !/03 Classification Models/010 Decision Trees _ Entropy 101.mp412.34MB
  22. ~Get Your Files Here !/03 Classification Models/011 Entropy & Information Gain.mp419.55MB
  23. ~Get Your Files Here !/03 Classification Models/012 Decision Tree Examples.mp422.56MB
  24. ~Get Your Files Here !/03 Classification Models/013 Random Forests.mp47.37MB
  25. ~Get Your Files Here !/03 Classification Models/014 CASE STUDY_ Decision Trees.mp443.12MB
  26. ~Get Your Files Here !/03 Classification Models/015 Intro to Logistic Regression.mp49.38MB
  27. ~Get Your Files Here !/03 Classification Models/016 Logistic Regression Example.mp410.63MB
  28. ~Get Your Files Here !/03 Classification Models/017 False Positives vs. False Negatives.mp415.12MB
  29. ~Get Your Files Here !/03 Classification Models/018 Logistic Regression Equation.mp47.7MB
  30. ~Get Your Files Here !/03 Classification Models/019 The Likelihood Function.mp421.9MB
  31. ~Get Your Files Here !/03 Classification Models/020 Multivariate Logistic Regression.mp415.39MB
  32. ~Get Your Files Here !/03 Classification Models/021 CASE STUDY_ Logistic Regression.mp442.17MB
  33. ~Get Your Files Here !/03 Classification Models/022 Intro to Sentiment Analysis.mp412.47MB
  34. ~Get Your Files Here !/03 Classification Models/023 Cleaning Text Data.mp49.55MB
  35. ~Get Your Files Here !/03 Classification Models/024 _Bag of Words_ Analysis.mp420.2MB
  36. ~Get Your Files Here !/03 Classification Models/025 CASE STUDY_ Sentiment Analysis.mp443.43MB
  37. ~Get Your Files Here !/04 Model Selection & Tuning/001 Intro to Selection & Tuning.mp44.18MB
  38. ~Get Your Files Here !/04 Model Selection & Tuning/002 Hyperparameters.mp413.82MB
  39. ~Get Your Files Here !/04 Model Selection & Tuning/003 Imbalanced Classes.mp415.48MB
  40. ~Get Your Files Here !/04 Model Selection & Tuning/004 Confusion Matrix.mp49.94MB
  41. ~Get Your Files Here !/04 Model Selection & Tuning/005 Accuracy, Precision & Recall.mp410.2MB
  42. ~Get Your Files Here !/04 Model Selection & Tuning/006 Multi-class Confusion Matrix.mp410.26MB
  43. ~Get Your Files Here !/04 Model Selection & Tuning/007 Multi-class Scoring.mp419.69MB
  44. ~Get Your Files Here !/04 Model Selection & Tuning/008 Model Selection.mp48.45MB
  45. ~Get Your Files Here !/04 Model Selection & Tuning/009 Model Drift.mp44.66MB
  46. ~Get Your Files Here !/05 Wrapping Up/001 Looking Ahead to Part 3.mp43.42MB
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