FreeCourseWeb com Oreilly Managing Machine Learning Projects Video Edition

FreeCourseWeb com Oreilly Managing Machine Learning Projects Video Edition

Name	[ FreeCourseWeb.com ] Oreilly - Managing Machine Learning Projects, Video Edition	DOWNLOAD Copy Link
Total Size	1.1 GB
Total Files	74
Last Seen	2024-10-06 00:00
Hash	5F3FFC7A0C8AF337E39D6183D7926E2FEB50F6A7

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001. Chapter 1. Introduction Delivering machine learning projects is hard; let’s do it better.mp4	19.8 MB
002. Chapter 1. Why is ML important.mp4	14.2 MB
003. Chapter 1. Other machine learning methodologies.mp4	14.3 MB
004. Chapter 1. Understanding this book.mp4	6.6 MB
005. Chapter 1. Case study The Bike Shop.mp4	2.8 MB
006. Chapter 1. Summary.mp4	2.0 MB
007. Chapter 2. Pre-project From opportunity to requirements.mp4	18.8 MB
008. Chapter 2. Project management infrastructure.mp4	6.5 MB
009. Chapter 2. Project requirements.mp4	28.9 MB
010. Chapter 2. Data.mp4	18.1 MB
011. Chapter 2. Security and privacy.mp4	5.1 MB
012. Chapter 2. Corporate responsibility, regulation, and ethical considerations.mp4	21.2 MB
013. Chapter 2. Development architecture and process.mp4	15.0 MB
014. Chapter 2. Summary.mp4	2.3 MB
015. Chapter 3. Pre-project From requirements to proposal.mp4	18.4 MB
016. Chapter 3. Create an estimate.mp4	51.8 MB
017. Chapter 3. Pre-salespre-project administration.mp4	3.6 MB
018. Chapter 3. Pre-projectpre-sales checklist.mp4	6.5 MB
019. Chapter 3. The Bike Shop pre-sales.mp4	30.2 MB
020. Chapter 3. Pre-project postscript.mp4	5.3 MB
021. Chapter 3. Summary.mp4	1.6 MB
022. Chapter 4. Getting started.mp4	4.9 MB
023. Chapter 4. Finalize team design and resourcing.mp4	3.8 MB
025. Chapter 4. Infrastructure plan.mp4	9.4 MB
026. Chapter 4. The data story.mp4	27.1 MB
027. Chapter 4. Privacy, security, and an ethics plan.mp4	4.0 MB
028. Chapter 4. Project roadmap.mp4	6.5 MB
029. Chapter 4. Sprint 0 checklist.mp4	2.6 MB
030. Chapter 4. Bike Shop project setup.mp4	31.9 MB
031. Chapter 4. Summary.mp4	2.2 MB
032. Chapter 5. Diving into the problem.mp4	4.5 MB
033. Chapter 5. Understanding the data.mp4	41.5 MB
034. Chapter 5. Business problem refinement, UX, and application design.mp4	25.9 MB
035. Chapter 5. Building data pipelines.mp4	47.0 MB
036. Chapter 5. Model repository and model versioning.mp4	18.8 MB
037. Chapter 5. Summary.mp4	2.6 MB
038. Chapter 6. EDA, ethics, and baseline evaluations.mp4	61.4 MB
039. Chapter 6. Ethics checkpoint.mp4	8.3 MB
040. Chapter 6. Baseline models and performance.mp4	3.6 MB
041. Chapter 6. What if there are problems.mp4	8.0 MB
042. Chapter 6. Pre-modeling checklist.mp4	864.0 KB
043. Chapter 6. The Bike Shop Pre-modelling.mp4	49.6 MB
045. Chapter 7. Making useful models with ML.mp4	10.4 MB
046. Chapter 7. Feature engineering and data augmentation.mp4	31.9 MB
048. Chapter 7. Making models with ML.mp4	28.7 MB
049. Chapter 7. Stinky, dirty, no good, smelly models.mp4	7.0 MB
050. Chapter 7. Summary.mp4	2.6 MB
051. Chapter 8. Testing and selection.mp4	9.6 MB
052. Chapter 8. Testing processes.mp4	73.3 MB
053. Chapter 8. Model selection.mp4	27.3 MB
054. Chapter 8. Post modelling checklist.mp4	4.5 MB
055. Chapter 8. The Bike Shop sprint 2.mp4	38.9 MB
056. Chapter 8. Summary.mp4	4.3 MB
057. Chapter 9. Sprint 3 system building and production.mp4	10.8 MB
058. Chapter 9. Types of ML implementations.mp4	32.8 MB
059. Chapter 9. Nonfunctional review.mp4	6.0 MB
060. Chapter 9. Implementing the production system.mp4	59.8 MB
061. Chapter 9. Logging, monitoring, management, feedback, and documentation.mp4	22.5 MB
062. Chapter 9. Pre-release testing.mp4	5.6 MB
063. Chapter 9. Ethics review.mp4	3.6 MB
064. Chapter 9. Promotion to production.mp4	5.1 MB
065. Chapter 9. You aren’t done yet.mp4	2.2 MB
066. Chapter 9. The Bike Shop sprint 3.mp4	16.7 MB
067. Chapter 9. Summary.mp4	4.4 MB
068. Chapter 10. Post project (sprint Ω).mp4	1.9 MB
069. Chapter 10. Off your hands and into production.mp4	32.2 MB
070. Chapter 10. Team post-project review.mp4	8.8 MB
071. Chapter 10. Improving practice.mp4	7.2 MB
072. Chapter 10. New technology adoption.mp4	3.4 MB
073. Chapter 10. Case study.mp4	2.0 MB
074. Chapter 10. Goodbye and good luck.mp4	2.4 MB
075. Chapter 10. Summary.mp4	2.8 MB
Bonus Resources.txt	0.4 KB
Total files 74