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[ ] Udemy - Testing and Monitoring Machine Learning Model Deployments

  • 收录时间:2022-06-02 05:31:46
  • 文件大小:3GB
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文件列表

  1. ~Get Your Files Here !/08 - Shadow Mode Deployments/005 Code Overview - DB Setup.mp4 118MB
  2. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/012 Creating an ML System Grafana Dashboard.mp4 108MB
  3. ~Get Your Files Here !/08 - Shadow Mode Deployments/012 Jupyter Demo - Tests in Shadow Mode.mp4 102MB
  4. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/009 Code Base Overview.mp4 100MB
  5. ~Get Your Files Here !/08 - Shadow Mode Deployments/008 Setup Tests for Shadow Mode.mp4 99MB
  6. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/009 Introduction to the Dataset & Model Pipeline.mp4 90MB
  7. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/015 Model Config Unit Testing.mp4 89MB
  8. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/005 Setting Up a Kibana Dashboard for Model Inputs.mp4 86MB
  9. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/012 Preprocessing & Feature Engineering Unit Testing.mp4 81MB
  10. ~Get Your Files Here !/06 - Integration Testing the ML API/009 Integration Testing Hands-On Code.mp4 78MB
  11. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/017 Input Data Unit Testing.mp4 78MB
  12. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/019 Model Quality Unit Testing.mp4 74MB
  13. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/004 Integrating Kibana into The Example Project.mp4 70MB
  14. ~Get Your Files Here !/08 - Shadow Mode Deployments/004 Tests in Shadow Deployments.mp4 67MB
  15. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/003 Kibana Hands-on Exercise.mp4 65MB
  16. ~Get Your Files Here !/07 - Differential Testing/003 Differential Testing Implementation.mp4 57MB
  17. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/003 Pytest.mp4 57MB
  18. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/011 Adding Metrics Monitoring to Our Example Project.mp4 53MB
  19. ~Get Your Files Here !/05 - Docker & Docker Compose/005 Docker & Docker Compose Installation.mp4 52MB
  20. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/008 Adding Metrics - Hands-on.mp4 48MB
  21. ~Get Your Files Here !/08 - Shadow Mode Deployments/003 Testing Models in Production.mp4 46MB
  22. ~Get Your Files Here !/08 - Shadow Mode Deployments/010 Populate Database with Shadow Predictions.mp4 44MB
  23. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/010 Infrastructure Metrics - Hands-on.mp4 44MB
  24. ~Get Your Files Here !/06 - Integration Testing the ML API/003 Overview of the Codebase.mp4 43MB
  25. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/002 Course Scenario Predicting House Sale Price.mp4 43MB
  26. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/009 Adding Grafana - Hands-on.mp4 41MB
  27. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/003 Monitoring Theory.mp4 40MB
  28. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/005 Testing Machine Learning Systems (Important).mp4 40MB
  29. ~Get Your Files Here !/08 - Shadow Mode Deployments/009 Shadow Mode - Asynchronous Implementation.mp4 38MB
  30. ~Get Your Files Here !/08 - Shadow Mode Deployments/011 Jupyter Demo - Setup.mp4 36MB
  31. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/007 Basic Prometheus Setup - Hands-on.mp4 35MB
  32. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/001 Deploying a Model to Production.mp4 35MB
  33. ~Get Your Files Here !/05 - Docker & Docker Compose/002 Quick Docker Recap.mp4 34MB
  34. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/006 Setup 2 - Tox.mp4 34MB
  35. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/005 Prometheus & Grafana Overview.mp4 33MB
  36. ~Get Your Files Here !/05 - Docker & Docker Compose/006 Windows Specific Docker Issue.mp4 29MB
  37. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/002 Why Monitor.mp4 28MB
  38. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/003 Setup A Python Installation (Important).mp4 28MB
  39. ~Get Your Files Here !/05 - Docker & Docker Compose/003 Why Use Docker.mp4 27MB
  40. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/004 Setup B Git and Github Setup (Advanced users can skip).mp4 25MB
  41. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/010 ML System Lifecycle.mp4 24MB
  42. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/004 Metrics for Machine Learning Systems.mp4 24MB
  43. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/004 Testing Theory.mp4 24MB
  44. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/020 Quick Lecture on Tooling Improvements.mp4 22MB
  45. ~Get Your Files Here !/06 - Integration Testing the ML API/006 Using our Open API Spec Part 2.mp4 22MB
  46. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This.mp4 21MB
  47. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/004 Setup - Kaggle Data.mp4 21MB
  48. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/003 Why Test.mp4 20MB
  49. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/016 Input Data Testing Theory - Why Do This.mp4 19MB
  50. ~Get Your Files Here !/08 - Shadow Mode Deployments/002 Shadow Mode Theory.mp4 19MB
  51. ~Get Your Files Here !/05 - Docker & Docker Compose/004 Introduction to Docker Compose.mp4 19MB
  52. ~Get Your Files Here !/01 - Introduction/003 How to Approach This Course (Important).mp4 18MB
  53. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/006 [WINDOWS ONLY] Additional Setup.mp4 17MB
  54. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/001 Monitoring Logs for ML - Theory.mp4 17MB
  55. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/014 Model Config Unit Testing Theory - Why Do This.mp4 16MB
  56. ~Get Your Files Here !/01 - Introduction/004 all-course-slides.pdf 16MB
  57. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/008 Setup D Install Notebook Dependencies.mp4 16MB
  58. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/002 The Elastic Stack (Formerly ELK) - Overview.mp4 16MB
  59. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/005 Course Github Repo & Data.mp4 14MB
  60. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/007 Setup C Jupyter Notebook Setup.mp4 14MB
  61. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/007 Troubleshooting Tox on Windows.mp4 14MB
  62. ~Get Your Files Here !/06 - Integration Testing the ML API/010 A note on benchmark integration tests.mp4 13MB
  63. ~Get Your Files Here !/07 - Differential Testing/002 Differential Testing Theory.mp4 13MB
  64. ~Get Your Files Here !/06 - Integration Testing the ML API/004 Using our Open API Spec Part 1.mp4 11MB
  65. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/002 Code Conventions.mp4 11MB
  66. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/018 Model Quality Unit Testing Theory - Why Do This.mp4 10MB
  67. ~Get Your Files Here !/01 - Introduction/001 Course Curriculum Overview.mp4 10MB
  68. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/002 Testing Focus in This Course.mp4 9MB
  69. ~Get Your Files Here !/06 - Integration Testing the ML API/007 Integration Testing Theory.mp4 8MB
  70. ~Get Your Files Here !/01 - Introduction/002 Course Requirements.mp4 7MB
  71. ~Get Your Files Here !/06 - Integration Testing the ML API/002 API Conceptual Guide.mp4 7MB
  72. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/021 Wrap Up.mp4 7MB
  73. ~Get Your Files Here !/11 - Conclusion/001 Course Conclusion.mp4 5MB
  74. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/001 Section Overview.mp4 5MB
  75. ~Get Your Files Here !/08 - Shadow Mode Deployments/001 Section Overview.mp4 4MB
  76. ~Get Your Files Here !/06 - Integration Testing the ML API/001 Section Overview.mp4 3MB
  77. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/001 Section Overview.mp4 3MB
  78. ~Get Your Files Here !/05 - Docker & Docker Compose/001 Section Overview.mp4 3MB
  79. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/001 Section Overview.mp4 2MB
  80. ~Get Your Files Here !/07 - Differential Testing/001 Section Overview.mp4 2MB
  81. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/007 Wrap Up.mp4 1MB
  82. ~Get Your Files Here !/01 - Introduction/004 Complete-Course-Notes.pdf 1MB
  83. ~Get Your Files Here !/08 - Shadow Mode Deployments/004 Tests in Shadow Deployments_en.vtt 17KB
  84. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/012 Creating an ML System Grafana Dashboard_en.vtt 16KB
  85. ~Get Your Files Here !/08 - Shadow Mode Deployments/012 Jupyter Demo - Tests in Shadow Mode_en.vtt 16KB
  86. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/009 Code Base Overview_en.vtt 16KB
  87. ~Get Your Files Here !/08 - Shadow Mode Deployments/005 Code Overview - DB Setup_en.vtt 15KB
  88. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/009 Introduction to the Dataset & Model Pipeline_en.vtt 15KB
  89. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/005 Setting Up a Kibana Dashboard for Model Inputs_en.vtt 13KB
  90. ~Get Your Files Here !/08 - Shadow Mode Deployments/008 Setup Tests for Shadow Mode_en.vtt 13KB
  91. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/019 Model Quality Unit Testing_en.vtt 11KB
  92. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/012 Preprocessing & Feature Engineering Unit Testing_en.vtt 11KB
  93. ~Get Your Files Here !/06 - Integration Testing the ML API/009 Integration Testing Hands-On Code_en.vtt 11KB
  94. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/002 Course Scenario Predicting House Sale Price_en.vtt 10KB
  95. ~Get Your Files Here !/08 - Shadow Mode Deployments/003 Testing Models in Production_en.vtt 10KB
  96. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/003 Pytest_en.vtt 10KB
  97. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/015 Model Config Unit Testing_en.vtt 10KB
  98. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/003 Monitoring Theory_en.vtt 10KB
  99. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/004 Integrating Kibana into The Example Project_en.vtt 10KB
  100. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/001 Deploying a Model to Production_en.vtt 10KB
  101. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/003 Kibana Hands-on Exercise_en.vtt 10KB
  102. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/008 Adding Metrics - Hands-on_en.vtt 8KB
  103. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/017 Input Data Unit Testing_en.vtt 8KB
  104. ~Get Your Files Here !/07 - Differential Testing/003 Differential Testing Implementation_en.vtt 8KB
  105. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/005 Testing Machine Learning Systems (Important)_en.vtt 8KB
  106. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/005 Prometheus & Grafana Overview_en.vtt 8KB
  107. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/009 Adding Grafana - Hands-on_en.vtt 8KB
  108. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/011 Adding Metrics Monitoring to Our Example Project_en.vtt 8KB
  109. ~Get Your Files Here !/05 - Docker & Docker Compose/003 Why Use Docker_en.vtt 7KB
  110. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/010 ML System Lifecycle_en.vtt 7KB
  111. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/004 Metrics for Machine Learning Systems_en.vtt 7KB
  112. ~Get Your Files Here !/05 - Docker & Docker Compose/002 Quick Docker Recap_en.vtt 7KB
  113. ~Get Your Files Here !/06 - Integration Testing the ML API/003 Overview of the Codebase_en.vtt 7KB
  114. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/010 Infrastructure Metrics - Hands-on_en.vtt 7KB
  115. ~Get Your Files Here !/08 - Shadow Mode Deployments/010 Populate Database with Shadow Predictions_en.vtt 6KB
  116. ~Get Your Files Here !/05 - Docker & Docker Compose/005 Docker & Docker Compose Installation_en.vtt 6KB
  117. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/002 Why Monitor_en.vtt 6KB
  118. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/007 Basic Prometheus Setup - Hands-on_en.vtt 6KB
  119. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/006 Setup 2 - Tox_en.vtt 6KB
  120. ~Get Your Files Here !/08 - Shadow Mode Deployments/002 Shadow Mode Theory_en.vtt 6KB
  121. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/002 The Elastic Stack (Formerly ELK) - Overview_en.vtt 5KB
  122. ~Get Your Files Here !/05 - Docker & Docker Compose/004 Introduction to Docker Compose_en.vtt 5KB
  123. ~Get Your Files Here !/08 - Shadow Mode Deployments/011 Jupyter Demo - Setup_en.vtt 5KB
  124. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/004 Testing Theory_en.vtt 5KB
  125. ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/001 Monitoring Logs for ML - Theory_en.vtt 5KB
  126. ~Get Your Files Here !/08 - Shadow Mode Deployments/009 Shadow Mode - Asynchronous Implementation_en.vtt 5KB
  127. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/003 Why Test_en.vtt 5KB
  128. ~Get Your Files Here !/07 - Differential Testing/002 Differential Testing Theory_en.vtt 4KB
  129. ~Get Your Files Here !/01 - Introduction/003 How to Approach This Course (Important)_en.vtt 4KB
  130. ~Get Your Files Here !/05 - Docker & Docker Compose/006 Windows Specific Docker Issue_en.vtt 4KB
  131. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This_en.vtt 4KB
  132. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/003 Setup A Python Installation (Important)_en.vtt 4KB
  133. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/014 Model Config Unit Testing Theory - Why Do This_en.vtt 3KB
  134. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/016 Input Data Testing Theory - Why Do This_en.vtt 3KB
  135. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/004 Setup - Kaggle Data_en.vtt 3KB
  136. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/002 Code Conventions_en.vtt 3KB
  137. ~Get Your Files Here !/01 - Introduction/001 Course Curriculum Overview_en.vtt 3KB
  138. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/018 Model Quality Unit Testing Theory - Why Do This_en.vtt 3KB
  139. ~Get Your Files Here !/01 - Introduction/005 FAQ I would like to learn more about the topics not covered.html 3KB
  140. ~Get Your Files Here !/06 - Integration Testing the ML API/006 Using our Open API Spec Part 2_en.vtt 3KB
  141. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/004 Setup B Git and Github Setup (Advanced users can skip)_en.vtt 3KB
  142. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/020 Quick Lecture on Tooling Improvements_en.vtt 3KB
  143. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/005 Course Github Repo & Data_en.vtt 3KB
  144. ~Get Your Files Here !/06 - Integration Testing the ML API/002 API Conceptual Guide_en.vtt 3KB
  145. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/007 Setup C Jupyter Notebook Setup_en.vtt 3KB
  146. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/008 Setup D Install Notebook Dependencies_en.vtt 3KB
  147. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/011 Additional Links and Resources.html 3KB
  148. ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/006 Download dataset and Github repo links and guidelines.html 2KB
  149. ~Get Your Files Here !/06 - Integration Testing the ML API/007 Integration Testing Theory_en.vtt 2KB
  150. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/006 [WINDOWS ONLY] Additional Setup_en.vtt 2KB
  151. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/021 Wrap Up_en.vtt 2KB
  152. ~Get Your Files Here !/06 - Integration Testing the ML API/004 Using our Open API Spec Part 1_en.vtt 2KB
  153. ~Get Your Files Here !/01 - Introduction/002 Course Requirements_en.vtt 2KB
  154. ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/001 Section Overview_en.vtt 2KB
  155. ~Get Your Files Here !/06 - Integration Testing the ML API/010 A note on benchmark integration tests_en.vtt 2KB
  156. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/002 Testing Focus in This Course_en.vtt 2KB
  157. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/008 Troubleshooting Tox on Windows II.html 1KB
  158. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/005 Download the data set - Text Summary.html 1KB
  159. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/007 Troubleshooting Tox on Windows_en.vtt 1KB
  160. ~Get Your Files Here !/11 - Conclusion/001 Course Conclusion_en.vtt 1KB
  161. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/001 Section Overview_en.vtt 1KB
  162. ~Get Your Files Here !/08 - Shadow Mode Deployments/001 Section Overview_en.vtt 1KB
  163. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/001 Section Overview_en.vtt 1KB
  164. ~Get Your Files Here !/05 - Docker & Docker Compose/001 Section Overview_en.vtt 1011B
  165. ~Get Your Files Here !/06 - Integration Testing the ML API/001 Section Overview_en.vtt 873B
  166. ~Get Your Files Here !/07 - Differential Testing/001 Section Overview_en.vtt 805B
  167. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/006 Setup A Install Requirements.html 710B
  168. ~Get Your Files Here !/08 - Shadow Mode Deployments/006 WINDOWS port mapping.html 646B
  169. ~Get Your Files Here !/12 - Final Section/001 Bonus Lecture - There is more.html 625B
  170. ~Get Your Files Here !/11 - Conclusion/002 Congratulations.html 624B
  171. ~Get Your Files Here !/03 - Testing Concepts for ML Systems/007 Wrap Up_en.vtt 615B
  172. ~Get Your Files Here !/05 - Docker & Docker Compose/008 Docker Space Consumption Tips.html 508B
  173. ~Get Your Files Here !/08 - Shadow Mode Deployments/007 Gotcha breaking changes in sqlalchemy_utils.html 433B
  174. ~Get Your Files Here !/Bonus Resources.txt 386B
  175. ~Get Your Files Here !/06 - Integration Testing the ML API/005 WINDOWS SPECIFIC SETUP.html 376B
  176. ~Get Your Files Here !/06 - Integration Testing the ML API/008 WORK AROUND LECTURE - 32 bit Operating Systems.html 343B
  177. ~Get Your Files Here !/05 - Docker & Docker Compose/007 Important Requirements Fix.html 330B
  178. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/013 Quick note on git hygiene for the course.html 309B
  179. ~Get Your Files Here !/04 - Unit Testing a Production ML Model/011 Temporary Fix - important.html 301B
  180. Get Bonus Downloads Here.url 183B
  181. ~Get Your Files Here !/01 - Introduction/004 All Notes & Slides For This Course.html 73B