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Oreilly Managing Machine Learning Projects Video Edition FreeCourseWeb

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Files:
  1. Get Bonus Downloads Here.url 183 bytes
  2. 001. Chapter 1. Introduction Delivering machine learning projects is hard; let’s do it better.mp4 18.9 MB
  3. 002. Chapter 1. Why is ML important.mp4 13.6 MB
  4. 003. Chapter 1. Other machine learning methodologies.mp4 13.7 MB
  5. 004. Chapter 1. Understanding this book.mp4 6.3 MB
  6. 005. Chapter 1. Case study The Bike Shop.mp4 2.7 MB
  7. 006. Chapter 1. Summary.mp4 1.9 MB
  8. 007. Chapter 2. Pre-project From opportunity to requirements.mp4 17.9 MB
  9. 008. Chapter 2. Project management infrastructure.mp4 6.2 MB
  10. 009. Chapter 2. Project requirements.mp4 27.6 MB
  11. 010. Chapter 2. Data.mp4 17.3 MB
  12. 011. Chapter 2. Security and privacy.mp4 4.9 MB
  13. 012. Chapter 2. Corporate responsibility, regulation, and ethical considerations.mp4 20.2 MB
  14. 013. Chapter 2. Development architecture and process.mp4 14.3 MB
  15. 014. Chapter 2. Summary.mp4 2.2 MB
  16. 015. Chapter 3. Pre-project From requirements to proposal.mp4 17.6 MB
  17. 016. Chapter 3. Create an estimate.mp4 49.4 MB
  18. 017. Chapter 3. Pre-salespre-project administration.mp4 3.4 MB
  19. 018. Chapter 3. Pre-projectpre-sales checklist.mp4 6.2 MB
  20. 019. Chapter 3. The Bike Shop pre-sales.mp4 28.8 MB
  21. 020. Chapter 3. Pre-project postscript.mp4 5.0 MB
  22. 021. Chapter 3. Summary.mp4 1.5 MB
  23. 022. Chapter 4. Getting started.mp4 4.7 MB
  24. 023. Chapter 4. Finalize team design and resourcing.mp4 3.6 MB
  25. 025. Chapter 4. Infrastructure plan.mp4 9.0 MB
  26. 026. Chapter 4. The data story.mp4 25.9 MB
  27. 027. Chapter 4. Privacy, security, and an ethics plan.mp4 3.8 MB
  28. 028. Chapter 4. Project roadmap.mp4 6.2 MB
  29. 029. Chapter 4. Sprint 0 checklist.mp4 2.5 MB
  30. 030. Chapter 4. Bike Shop project setup.mp4 30.4 MB
  31. 031. Chapter 4. Summary.mp4 2.1 MB
  32. 032. Chapter 5. Diving into the problem.mp4 4.3 MB
  33. 033. Chapter 5. Understanding the data.mp4 39.6 MB
  34. 034. Chapter 5. Business problem refinement, UX, and application design.mp4 24.7 MB
  35. 035. Chapter 5. Building data pipelines.mp4 44.8 MB
  36. 036. Chapter 5. Model repository and model versioning.mp4 17.9 MB
  37. 037. Chapter 5. Summary.mp4 2.5 MB
  38. 038. Chapter 6. EDA, ethics, and baseline evaluations.mp4 58.5 MB
  39. 039. Chapter 6. Ethics checkpoint.mp4 7.9 MB
  40. 040. Chapter 6. Baseline models and performance.mp4 3.5 MB
  41. 041. Chapter 6. What if there are problems.mp4 7.7 MB
  42. 042. Chapter 6. Pre-modeling checklist.mp4 843.8 KB
  43. 043. Chapter 6. The Bike Shop Pre-modelling.mp4 47.3 MB
  44. 045. Chapter 7. Making useful models with ML.mp4 10.0 MB
  45. 046. Chapter 7. Feature engineering and data augmentation.mp4 30.5 MB
  46. 048. Chapter 7. Making models with ML.mp4 27.3 MB
  47. 049. Chapter 7. Stinky, dirty, no good, smelly models.mp4 6.7 MB
  48. 050. Chapter 7. Summary.mp4 2.5 MB
  49. 051. Chapter 8. Testing and selection.mp4 9.2 MB
  50. 052. Chapter 8. Testing processes.mp4 69.9 MB
  51. 053. Chapter 8. Model selection.mp4 26.0 MB
  52. 054. Chapter 8. Post modelling checklist.mp4 4.3 MB
  53. 055. Chapter 8. The Bike Shop sprint 2.mp4 37.1 MB
  54. 056. Chapter 8. Summary.mp4 4.1 MB
  55. 057. Chapter 9. Sprint 3 system building and production.mp4 10.3 MB
  56. 058. Chapter 9. Types of ML implementations.mp4 31.2 MB
  57. 059. Chapter 9. Nonfunctional review.mp4 5.7 MB
  58. 060. Chapter 9. Implementing the production system.mp4 57.0 MB
  59. 061. Chapter 9. Logging, monitoring, management, feedback, and documentation.mp4 21.5 MB
  60. 062. Chapter 9. Pre-release testing.mp4 5.4 MB
  61. 063. Chapter 9. Ethics review.mp4 3.4 MB
  62. 064. Chapter 9. Promotion to production.mp4 4.9 MB
  63. 065. Chapter 9. You aren’t done yet.mp4 2.1 MB
  64. 066. Chapter 9. The Bike Shop sprint 3.mp4 15.9 MB
  65. 067. Chapter 9. Summary.mp4 4.2 MB
  66. 068. Chapter 10. Post project (sprint Ω).mp4 1.8 MB
  67. 069. Chapter 10. Off your hands and into production.mp4 30.7 MB
  68. 070. Chapter 10. Team post-project review.mp4 8.4 MB
  69. 071. Chapter 10. Improving practice.mp4 6.9 MB
  70. 072. Chapter 10. New technology adoption.mp4 3.2 MB
  71. 073. Chapter 10. Case study.mp4 1.9 MB
  72. 074. Chapter 10. Goodbye and good luck.mp4 2.3 MB
  73. 075. Chapter 10. Summary.mp4 2.7 MB
  74. Bonus Resources.txt 386 bytes

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