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Language:
English
Total Size:
1.0 GB
Info Hash:
5F3FFC7A0C8AF337E39D6183D7926E2FEB50F6A7
Added By:
Added:
Jan. 1, 2024, 5:41 p.m.
Stats:
|
(Last updated: May 6, 2025, 7:02 p.m.)
| File | Size |
|---|---|
| Get Bonus Downloads Here.url | 183 bytes |
| 001. Chapter 1. Introduction Delivering machine learning projects is hard; let’s do it better.mp4 | 18.9 MB |
| 002. Chapter 1. Why is ML important.mp4 | 13.6 MB |
| 003. Chapter 1. Other machine learning methodologies.mp4 | 13.7 MB |
| 004. Chapter 1. Understanding this book.mp4 | 6.3 MB |
| 005. Chapter 1. Case study The Bike Shop.mp4 | 2.7 MB |
| 006. Chapter 1. Summary.mp4 | 1.9 MB |
| 007. Chapter 2. Pre-project From opportunity to requirements.mp4 | 17.9 MB |
| 008. Chapter 2. Project management infrastructure.mp4 | 6.2 MB |
| 009. Chapter 2. Project requirements.mp4 | 27.6 MB |
| 010. Chapter 2. Data.mp4 | 17.3 MB |
| 011. Chapter 2. Security and privacy.mp4 | 4.9 MB |
| 012. Chapter 2. Corporate responsibility, regulation, and ethical considerations.mp4 | 20.2 MB |
| 013. Chapter 2. Development architecture and process.mp4 | 14.3 MB |
| 014. Chapter 2. Summary.mp4 | 2.2 MB |
| 015. Chapter 3. Pre-project From requirements to proposal.mp4 | 17.6 MB |
| 016. Chapter 3. Create an estimate.mp4 | 49.4 MB |
| 017. Chapter 3. Pre-salespre-project administration.mp4 | 3.4 MB |
| 018. Chapter 3. Pre-projectpre-sales checklist.mp4 | 6.2 MB |
| 019. Chapter 3. The Bike Shop pre-sales.mp4 | 28.8 MB |
| 020. Chapter 3. Pre-project postscript.mp4 | 5.0 MB |
| 021. Chapter 3. Summary.mp4 | 1.5 MB |
| 022. Chapter 4. Getting started.mp4 | 4.7 MB |
| 023. Chapter 4. Finalize team design and resourcing.mp4 | 3.6 MB |
| 025. Chapter 4. Infrastructure plan.mp4 | 9.0 MB |
| 026. Chapter 4. The data story.mp4 | 25.9 MB |
| 027. Chapter 4. Privacy, security, and an ethics plan.mp4 | 3.8 MB |
| 028. Chapter 4. Project roadmap.mp4 | 6.2 MB |
| 029. Chapter 4. Sprint 0 checklist.mp4 | 2.5 MB |
| 030. Chapter 4. Bike Shop project setup.mp4 | 30.4 MB |
| 031. Chapter 4. Summary.mp4 | 2.1 MB |
| 032. Chapter 5. Diving into the problem.mp4 | 4.3 MB |
| 033. Chapter 5. Understanding the data.mp4 | 39.6 MB |
| 034. Chapter 5. Business problem refinement, UX, and application design.mp4 | 24.7 MB |
| 035. Chapter 5. Building data pipelines.mp4 | 44.8 MB |
| 036. Chapter 5. Model repository and model versioning.mp4 | 17.9 MB |
| 037. Chapter 5. Summary.mp4 | 2.5 MB |
| 038. Chapter 6. EDA, ethics, and baseline evaluations.mp4 | 58.5 MB |
| 039. Chapter 6. Ethics checkpoint.mp4 | 7.9 MB |
| 040. Chapter 6. Baseline models and performance.mp4 | 3.5 MB |
| 041. Chapter 6. What if there are problems.mp4 | 7.7 MB |
| 042. Chapter 6. Pre-modeling checklist.mp4 | 843.8 KB |
| 043. Chapter 6. The Bike Shop Pre-modelling.mp4 | 47.3 MB |
| 045. Chapter 7. Making useful models with ML.mp4 | 10.0 MB |
| 046. Chapter 7. Feature engineering and data augmentation.mp4 | 30.5 MB |
| 048. Chapter 7. Making models with ML.mp4 | 27.3 MB |
| 049. Chapter 7. Stinky, dirty, no good, smelly models.mp4 | 6.7 MB |
| 050. Chapter 7. Summary.mp4 | 2.5 MB |
| 051. Chapter 8. Testing and selection.mp4 | 9.2 MB |
| 052. Chapter 8. Testing processes.mp4 | 69.9 MB |
| 053. Chapter 8. Model selection.mp4 | 26.0 MB |
| 054. Chapter 8. Post modelling checklist.mp4 | 4.3 MB |
| 055. Chapter 8. The Bike Shop sprint 2.mp4 | 37.1 MB |
| 056. Chapter 8. Summary.mp4 | 4.1 MB |
| 057. Chapter 9. Sprint 3 system building and production.mp4 | 10.3 MB |
| 058. Chapter 9. Types of ML implementations.mp4 | 31.2 MB |
| 059. Chapter 9. Nonfunctional review.mp4 | 5.7 MB |
| 060. Chapter 9. Implementing the production system.mp4 | 57.0 MB |
| 061. Chapter 9. Logging, monitoring, management, feedback, and documentation.mp4 | 21.5 MB |
| 062. Chapter 9. Pre-release testing.mp4 | 5.4 MB |
| 063. Chapter 9. Ethics review.mp4 | 3.4 MB |
| 064. Chapter 9. Promotion to production.mp4 | 4.9 MB |
| 065. Chapter 9. You aren’t done yet.mp4 | 2.1 MB |
| 066. Chapter 9. The Bike Shop sprint 3.mp4 | 15.9 MB |
| 067. Chapter 9. Summary.mp4 | 4.2 MB |
| 068. Chapter 10. Post project (sprint Ω).mp4 | 1.8 MB |
| 069. Chapter 10. Off your hands and into production.mp4 | 30.7 MB |
| 070. Chapter 10. Team post-project review.mp4 | 8.4 MB |
| 071. Chapter 10. Improving practice.mp4 | 6.9 MB |
| 072. Chapter 10. New technology adoption.mp4 | 3.2 MB |
| 073. Chapter 10. Case study.mp4 | 1.9 MB |
| 074. Chapter 10. Goodbye and good luck.mp4 | 2.3 MB |
| 075. Chapter 10. Summary.mp4 | 2.7 MB |
| Bonus Resources.txt | 386 bytes |
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2023-10-29
| Uploaded by freecoursewb | Size 324.7 MB | Health [ 0 /2 ] | Added 2023-10-29 |
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SOURCE: Oreilly Managing Machine Learning Projects Video Edition FreeCourseWeb
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