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[ ] Udemy - Machine Learning for Product Managers - A Practical Guide

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文件列表

  1. ~Get Your Files Here !/6. Build Your Model/3. Machine Learning as a Service (MLaaS).mp4 77MB
  2. ~Get Your Files Here !/2. When to ML/7. Exercise #5 To ML or Not to ML.mp4 75MB
  3. ~Get Your Files Here !/4. Get Your Data/6. Top Open Data Sources.mp4 68MB
  4. ~Get Your Files Here !/2. When to ML/2. ML Product Horror Stories.mp4 65MB
  5. ~Get Your Files Here !/1. Intro to ML/8. Types of ML.mp4 52MB
  6. ~Get Your Files Here !/7. Deploy Your Model/2. Evaluation Metrics (Precision, Recall & F1 Score).mp4 52MB
  7. ~Get Your Files Here !/3. How to ML/4. The ML Life Cycle.mp4 52MB
  8. ~Get Your Files Here !/1. Intro to ML/4. ML is Going Mainstream.mp4 51MB
  9. ~Get Your Files Here !/4. Get Your Data/2. Google reCAPTCHA.mp4 51MB
  10. ~Get Your Files Here !/3. How to ML/5. Exercise#6 Create & Test Your Hypothesis.mp4 48MB
  11. ~Get Your Files Here !/4. Get Your Data/1. Data Acquisition Strategies.mp4 43MB
  12. ~Get Your Files Here !/1. Intro to ML/13. Exercise #3 Apply your ML Lingo.mp4 40MB
  13. ~Get Your Files Here !/2. When to ML/5. Exercise #4 Need interpretability.mp4 37MB
  14. ~Get Your Files Here !/1. Intro to ML/10. Deep Learning.mp4 35MB
  15. ~Get Your Files Here !/1. Intro to ML/11. ML Real World Examples.mp4 34MB
  16. ~Get Your Files Here !/7. Deploy Your Model/7. Monitoring Your Model.mp4 33MB
  17. ~Get Your Files Here !/7. Deploy Your Model/1. The Confusion Matrix.mp4 32MB
  18. ~Get Your Files Here !/1. Intro to ML/9. Exercise #2 What Type of ML is This.mp4 30MB
  19. ~Get Your Files Here !/6. Build Your Model/5. Classification (SVM, K-NN, Decision Trees).mp4 28MB
  20. ~Get Your Files Here !/3. How to ML/2. Organizing ML Teams.mp4 27MB
  21. ~Get Your Files Here !/3. How to ML/7. Exercise #8 Formulate Your ML Problem.mp4 26MB
  22. ~Get Your Files Here !/2. When to ML/1. The AI Flywheel.mp4 26MB
  23. ~Get Your Files Here !/4. Get Your Data/8. Storing Data Warehouses, Lakes & Graphs.mp4 26MB
  24. ~Get Your Files Here !/1. Intro to ML/6. Exercise #1 Pick Your Product.mp4 25MB
  25. ~Get Your Files Here !/7. Deploy Your Model/5. Exercise #13 Precision, Recall or F1 score.mp4 25MB
  26. ~Get Your Files Here !/3. How to ML/3. Key Roles in An ML Team.mp4 24MB
  27. ~Get Your Files Here !/1. Intro to ML/7. The Learning Algorithm.mp4 24MB
  28. ~Get Your Files Here !/4. Get Your Data/3. Exercise #9 Find Examples of User-Generated Data Labelling.mp4 24MB
  29. ~Get Your Files Here !/7. Deploy Your Model/4. User Experience Optimization.mp4 20MB
  30. ~Get Your Files Here !/7. Deploy Your Model/9. Congratulations!.mp4 19MB
  31. ~Get Your Files Here !/7. Deploy Your Model/3. Exercise #12 Lets Calculate Evaluation Metrics.mp4 19MB
  32. ~Get Your Files Here !/7. Deploy Your Model/6. Deployment Methods.mp4 18MB
  33. ~Get Your Files Here !/1. Intro to ML/2. What is Machine Learning (ML).mp4 18MB
  34. ~Get Your Files Here !/6. Build Your Model/6. Clustering (K-Means, Means Shift).mp4 17MB
  35. ~Get Your Files Here !/5. Prepare Your Data/5. Exercise #11 Brainstorm a new feature.mp4 17MB
  36. ~Get Your Files Here !/5. Prepare Your Data/2. Sampling and Splitting Data.mp4 17MB
  37. ~Get Your Files Here !/3. How to ML/6. Exercise #7 Frame Your ML Problem.mp4 17MB
  38. ~Get Your Files Here !/5. Prepare Your Data/1. Data Scrubbing.mp4 15MB
  39. ~Get Your Files Here !/4. Get Your Data/5. Exercise #10 Design Your Data for The Model.mp4 15MB
  40. ~Get Your Files Here !/6. Build Your Model/7. Anomaly Detection (Local Outlier Factor, DBSCAN).mp4 14MB
  41. ~Get Your Files Here !/2. When to ML/3. When to ML.mp4 14MB
  42. ~Get Your Files Here !/5. Prepare Your Data/3. Transforming Data.mp4 13MB
  43. ~Get Your Files Here !/6. Build Your Model/2. Build, Outsource or Buy Your ML Solution.mp4 13MB
  44. ~Get Your Files Here !/1. Intro to ML/12. ML Terminology.mp4 12MB
  45. ~Get Your Files Here !/6. Build Your Model/4. Regression (Linear, Polynomial, Logistic).mp4 11MB
  46. ~Get Your Files Here !/4. Get Your Data/7. How Much Data Do I Need.mp4 11MB
  47. ~Get Your Files Here !/2. When to ML/4. When not to ML.mp4 9MB
  48. ~Get Your Files Here !/3. How to ML/1. How the ML PM's Role Differs.mp4 9MB
  49. ~Get Your Files Here !/2. When to ML/6. ML Data Considerations.mp4 8MB
  50. ~Get Your Files Here !/4. Get Your Data/4. Start with a Simplified Problem.mp4 8MB
  51. ~Get Your Files Here !/6. Build Your Model/8. Ensemble Methods (Bagging, Boosting, Stacking).mp4 7MB
  52. ~Get Your Files Here !/6. Build Your Model/1. Which ML algorithm should I use.mp4 6MB
  53. ~Get Your Files Here !/5. Prepare Your Data/4. Feature Engineering.mp4 6MB
  54. ~Get Your Files Here !/1. Intro to ML/1. Congratulations! You Are Now An ML Product Manager.mp4 6MB
  55. ~Get Your Files Here !/3. How to ML/4. The ML Life Cycle.srt 21KB
  56. ~Get Your Files Here !/2. When to ML/7. Exercise #5 To ML or Not to ML.srt 17KB
  57. ~Get Your Files Here !/4. Get Your Data/1. Data Acquisition Strategies.srt 14KB
  58. ~Get Your Files Here !/6. Build Your Model/5. Classification (SVM, K-NN, Decision Trees).srt 14KB
  59. ~Get Your Files Here !/3. How to ML/5. Exercise#6 Create & Test Your Hypothesis.srt 12KB
  60. ~Get Your Files Here !/7. Deploy Your Model/7. Monitoring Your Model.srt 12KB
  61. ~Get Your Files Here !/1. Intro to ML/8. Types of ML.srt 11KB
  62. ~Get Your Files Here !/1. Intro to ML/4. ML is Going Mainstream.srt 11KB
  63. ~Get Your Files Here !/6. Build Your Model/3. Machine Learning as a Service (MLaaS).srt 10KB
  64. ~Get Your Files Here !/3. How to ML/3. Key Roles in An ML Team.srt 10KB
  65. ~Get Your Files Here !/4. Get Your Data/8. Storing Data Warehouses, Lakes & Graphs.srt 10KB
  66. ~Get Your Files Here !/7. Deploy Your Model/2. Evaluation Metrics (Precision, Recall & F1 Score).srt 10KB
  67. ~Get Your Files Here !/1. Intro to ML/10. Deep Learning.srt 10KB
  68. ~Get Your Files Here !/5. Prepare Your Data/1. Data Scrubbing.srt 10KB
  69. ~Get Your Files Here !/2. When to ML/5. Exercise #4 Need interpretability.srt 9KB
  70. ~Get Your Files Here !/7. Deploy Your Model/3. Exercise #12 Lets Calculate Evaluation Metrics.srt 9KB
  71. ~Get Your Files Here !/1. Intro to ML/7. The Learning Algorithm.srt 9KB
  72. ~Get Your Files Here !/1. Intro to ML/13. Exercise #3 Apply your ML Lingo.srt 9KB
  73. ~Get Your Files Here !/7. Deploy Your Model/4. User Experience Optimization.srt 9KB
  74. ~Get Your Files Here !/7. Deploy Your Model/5. Exercise #13 Precision, Recall or F1 score.srt 8KB
  75. ~Get Your Files Here !/7. Deploy Your Model/6. Deployment Methods.srt 8KB
  76. ~Get Your Files Here !/6. Build Your Model/6. Clustering (K-Means, Means Shift).srt 8KB
  77. ~Get Your Files Here !/2. When to ML/2. ML Product Horror Stories.srt 8KB
  78. ~Get Your Files Here !/1. Intro to ML/9. Exercise #2 What Type of ML is This.srt 8KB
  79. ~Get Your Files Here !/5. Prepare Your Data/3. Transforming Data.srt 8KB
  80. ~Get Your Files Here !/6. Build Your Model/4. Regression (Linear, Polynomial, Logistic).srt 7KB
  81. ~Get Your Files Here !/3. How to ML/2. Organizing ML Teams.srt 7KB
  82. ~Get Your Files Here !/4. Get Your Data/6. Top Open Data Sources.srt 7KB
  83. ~Get Your Files Here !/6. Build Your Model/7. Anomaly Detection (Local Outlier Factor, DBSCAN).srt 7KB
  84. ~Get Your Files Here !/5. Prepare Your Data/2. Sampling and Splitting Data.srt 7KB
  85. ~Get Your Files Here !/1. Intro to ML/6. Exercise #1 Pick Your Product.srt 6KB
  86. ~Get Your Files Here !/4. Get Your Data/7. How Much Data Do I Need.srt 6KB
  87. ~Get Your Files Here !/6. Build Your Model/2. Build, Outsource or Buy Your ML Solution.srt 6KB
  88. ~Get Your Files Here !/3. How to ML/7. Exercise #8 Formulate Your ML Problem.srt 6KB
  89. ~Get Your Files Here !/1. Intro to ML/11. ML Real World Examples.srt 6KB
  90. ~Get Your Files Here !/1. Intro to ML/2. What is Machine Learning (ML).srt 6KB
  91. ~Get Your Files Here !/7. Deploy Your Model/1. The Confusion Matrix.srt 6KB
  92. ~Get Your Files Here !/4. Get Your Data/2. Google reCAPTCHA.srt 6KB
  93. ~Get Your Files Here !/2. When to ML/1. The AI Flywheel.srt 6KB
  94. ~Get Your Files Here !/2. When to ML/3. When to ML.srt 5KB
  95. ~Get Your Files Here !/5. Prepare Your Data/5. Exercise #11 Brainstorm a new feature.srt 5KB
  96. ~Get Your Files Here !/3. How to ML/6. Exercise #7 Frame Your ML Problem.srt 5KB
  97. ~Get Your Files Here !/6. Build Your Model/8. Ensemble Methods (Bagging, Boosting, Stacking).srt 5KB
  98. ~Get Your Files Here !/2. When to ML/4. When not to ML.srt 5KB
  99. ~Get Your Files Here !/4. Get Your Data/3. Exercise #9 Find Examples of User-Generated Data Labelling.srt 5KB
  100. ~Get Your Files Here !/1. Intro to ML/12. ML Terminology.srt 4KB
  101. ~Get Your Files Here !/4. Get Your Data/5. Exercise #10 Design Your Data for The Model.srt 4KB
  102. ~Get Your Files Here !/3. How to ML/1. How the ML PM's Role Differs.srt 4KB
  103. ~Get Your Files Here !/2. When to ML/6. ML Data Considerations.srt 4KB
  104. ~Get Your Files Here !/5. Prepare Your Data/4. Feature Engineering.srt 4KB
  105. ~Get Your Files Here !/6. Build Your Model/1. Which ML algorithm should I use.srt 3KB
  106. ~Get Your Files Here !/4. Get Your Data/4. Start with a Simplified Problem.srt 3KB
  107. ~Get Your Files Here !/1. Intro to ML/1. Congratulations! You Are Now An ML Product Manager.srt 3KB
  108. ~Get Your Files Here !/7. Deploy Your Model/9. Congratulations!.srt 1KB
  109. ~Get Your Files Here !/1. Intro to ML/5. Get Your Course Workbook.html 655B
  110. ~Get Your Files Here !/1. Intro to ML/3. Adjusting Course Speed.html 570B
  111. ~Get Your Files Here !/Bonus Resources.txt 357B
  112. ~Get Your Files Here !/1. Intro to ML/14. Quiz #1 ML Introduction.html 188B
  113. ~Get Your Files Here !/2. When to ML/8. Quiz #2 When to ML.html 188B
  114. ~Get Your Files Here !/3. How to ML/8. Quiz #3 How to ML.html 188B
  115. ~Get Your Files Here !/4. Get Your Data/9. Quiz #4 Get Your Data.html 188B
  116. ~Get Your Files Here !/5. Prepare Your Data/6. Quiz #5 Prepare Your Data.html 188B
  117. ~Get Your Files Here !/6. Build Your Model/9. Quiz #6 Build Your Model.html 188B
  118. ~Get Your Files Here !/7. Deploy Your Model/8. Quiz #7 Deploy Your Model.html 188B
  119. Get Bonus Downloads Here.url 177B
  120. ~Get Your Files Here !/2. When to ML/2.2 Racial Bias In Facial Recognition Tools.html 170B
  121. ~Get Your Files Here !/2. When to ML/2.1 IBM Watson Failure.html 148B
  122. ~Get Your Files Here !/2. When to ML/5.1 Right to Explanation.html 111B