589689.xyz

Machine Learning and AI Foundations - Classification Modeling

  • 收录时间:2018-12-25 07:21:11
  • 文件大小:250MB
  • 下载次数:104
  • 最近下载:2021-01-22 22:40:46
  • 磁力链接:
立即下载 复制链接

文件列表

  1. 4.3. Algorithms on Parade/18.Logistic regression.mp4 25MB
  2. 4.3. Algorithms on Parade/24.Bayesian networks.mp4 18MB
  3. 5.4. Common Modeling Challenges/30.Data reduction.mp4 15MB
  4. 4.3. Algorithms on Parade/23.Neural nets.mp4 15MB
  5. 4.3. Algorithms on Parade/22.Linear SVM.mp4 13MB
  6. 4.3. Algorithms on Parade/15.Discriminant with three categories.mp4 12MB
  7. 5.4. Common Modeling Challenges/29.Bias-variance trade-off and overfitting.mp4 11MB
  8. 4.3. Algorithms on Parade/25.Ensembles.mp4 9MB
  9. 4.3. Algorithms on Parade/20.Decision Trees.mp4 9MB
  10. 2.1. The Big Picture - Defining Your Classification Strategy/05.Binary vs. multinomial.mp4 9MB
  11. 4.3. Algorithms on Parade/21.KNN.mp4 9MB
  12. 4.3. Algorithms on Parade/16.Discriminant with two categories.mp4 9MB
  13. 2.1. The Big Picture - Defining Your Classification Strategy/07.One task, many algorithms.mp4 9MB
  14. 5.4. Common Modeling Challenges/27.Interactions.mp4 8MB
  15. 2.1. The Big Picture - Defining Your Classification Strategy/08.Statistics vs. machine learning.mp4 7MB
  16. 5.4. Common Modeling Challenges/28.Missing data.mp4 7MB
  17. 2.1. The Big Picture - Defining Your Classification Strategy/06.So-called “black box” techniques.mp4 7MB
  18. 3.2. How Do I Choose a 'Winner'/13.Confusion matrix.mp4 6MB
  19. 5.4. Common Modeling Challenges/26.Imbalanced target categories.mp4 6MB
  20. 6.Conclusion/31.Next steps.mp4 6MB
  21. 3.2. How Do I Choose a 'Winner'/10.Training and test partitions.mp4 5MB
  22. 1.Introduction/03.Defining terms.mp4 5MB
  23. 2.1. The Big Picture - Defining Your Classification Strategy/09.Model assessment vs. business evaluation.mp4 5MB
  24. 3.2. How Do I Choose a 'Winner'/12.Gains tables.mp4 4MB
  25. 1.Introduction/01.Classification problems in machine learning.mp4 4MB
  26. 1.Introduction/02.What you should know.mp4 4MB
  27. 4.3. Algorithms on Parade/14.Overview.mp4 4MB
  28. 3.2. How Do I Choose a 'Winner'/11.Lift Charts.mp4 3MB
  29. 2.1. The Big Picture - Defining Your Classification Strategy/04.The importance of binary classification.mp4 3MB
  30. 4.3. Algorithms on Parade/17.Stepwise discriminant.mp4 2MB
  31. 4.3. Algorithms on Parade/19.Stepwise logistic regression.mp4 2MB
  32. 4.3. Algorithms on Parade/18.Logistic regression.en.srt 17KB
  33. 4.3. Algorithms on Parade/23.Neural nets.en.srt 13KB
  34. 4.3. Algorithms on Parade/22.Linear SVM.en.srt 12KB
  35. 4.3. Algorithms on Parade/24.Bayesian networks.en.srt 11KB
  36. 5.4. Common Modeling Challenges/30.Data reduction.en.srt 11KB
  37. 4.3. Algorithms on Parade/15.Discriminant with three categories.en.srt 9KB
  38. 5.4. Common Modeling Challenges/29.Bias-variance trade-off and overfitting.en.srt 9KB
  39. 4.3. Algorithms on Parade/16.Discriminant with two categories.en.srt 9KB
  40. 4.3. Algorithms on Parade/25.Ensembles.en.srt 7KB
  41. 4.3. Algorithms on Parade/20.Decision Trees.en.srt 7KB
  42. 5.4. Common Modeling Challenges/27.Interactions.en.srt 6KB
  43. 4.3. Algorithms on Parade/21.KNN.en.srt 6KB
  44. 6.Conclusion/31.Next steps.en.srt 5KB
  45. 2.1. The Big Picture - Defining Your Classification Strategy/05.Binary vs. multinomial.en.srt 5KB
  46. 3.2. How Do I Choose a 'Winner'/13.Confusion matrix.en.srt 5KB
  47. 1.Introduction/03.Defining terms.en.srt 5KB
  48. 5.4. Common Modeling Challenges/28.Missing data.en.srt 5KB
  49. 3.2. How Do I Choose a 'Winner'/10.Training and test partitions.en.srt 5KB
  50. 5.4. Common Modeling Challenges/26.Imbalanced target categories.en.srt 4KB
  51. 2.1. The Big Picture - Defining Your Classification Strategy/06.So-called “black box” techniques.en.srt 4KB
  52. 2.1. The Big Picture - Defining Your Classification Strategy/08.Statistics vs. machine learning.en.srt 4KB
  53. 2.1. The Big Picture - Defining Your Classification Strategy/07.One task, many algorithms.en.srt 4KB
  54. 3.2. How Do I Choose a 'Winner'/12.Gains tables.en.srt 3KB
  55. 4.3. Algorithms on Parade/14.Overview.en.srt 3KB
  56. 2.1. The Big Picture - Defining Your Classification Strategy/04.The importance of binary classification.en.srt 3KB
  57. 3.2. How Do I Choose a 'Winner'/11.Lift Charts.en.srt 3KB
  58. 1.Introduction/02.What you should know.en.srt 2KB
  59. 2.1. The Big Picture - Defining Your Classification Strategy/09.Model assessment vs. business evaluation.en.srt 2KB
  60. 1.Introduction/01.Classification problems in machine learning.en.srt 2KB
  61. 4.3. Algorithms on Parade/17.Stepwise discriminant.en.srt 2KB
  62. 4.3. Algorithms on Parade/19.Stepwise logistic regression.en.srt 2KB