Oreilly Distributed Machine Learning Patterns Video Edition FreeCourseWeb
Torrent Info
| Category | Other |
| Added | Thursday 21st March 2024 05:46:04 PM (2 years ago) |
| Size | 941.8 MB |
| Peers | 2 Peers (2 Seeders and 0 leechers) update |
| Downloaded | 6 times |
| Uploader | FreeCourseWeb Thank You (0) Report Torrent 00/0 |
| Comments | None |
| Uploader Comments | None |
| Tags | English |
| Seeders | 2 |
| Leechers | 0 |
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| Filename | Size |
|---|---|
| Get Bonus Downloads Here.url | 183 bytes |
| 001. Part 1. Basic concepts and background.mp4 | 2.4 MB |
| 002. Chapter 1. Introduction to distributed machine learning systems.mp4 | 27.9 MB |
| 003. Chapter 1. Distributed systems.mp4 | 7.2 MB |
| 004. Chapter 1. Distributed machine learning systems.mp4 | 13.2 MB |
| 005. Chapter 1. What we will learn in this book.mp4 | 7.6 MB |
| 006. Chapter 1. Summary.mp4 | 2.1 MB |
| 007. Part 2. Patterns of distributed machine learning systems.mp4 | 9.6 MB |
| 008. Chapter 2. Data ingestion patterns.mp4 | 14.8 MB |
| 009. Chapter 2. The Fashion-MNIST dataset.mp4 | 13.1 MB |
| 010. Chapter 2. Batching pattern.mp4 | 29.3 MB |
| 011. Chapter 2. Sharding pattern Splitting extremely large datasets among multiple machines.mp4 | 32.2 MB |
| 012. Chapter 2. Caching pattern.mp4 | 25.1 MB |
| 013. Chapter 2. Answers to exercises.mp4 | 1.2 MB |
| 014. Chapter 2. Summary.mp4 | 2.2 MB |
| 015. Chapter 3. Distributed training patterns.mp4 | 13.0 MB |
| 016. Chapter 3. Parameter server pattern Tagging entities in 8 million YouTube videos.mp4 | 39.5 MB |
| 017. Chapter 3. Collective communication pattern.mp4 | 36.0 MB |
| 018. Chapter 3. Elasticity and fault-tolerance pattern.mp4 | 27.1 MB |
| 019. Chapter 3. Answers to exercises.mp4 | 2.1 MB |
| 020. Chapter 3. Summary.mp4 | 1.9 MB |
| 021. Chapter 4. Model serving patterns.mp4 | 12.6 MB |
| 022. Chapter 4. Replicated services pattern Handling the growing number of serving requests.mp4 | 28.5 MB |
| 023. Chapter 4. Sharded services pattern.mp4 | 27.3 MB |
| 024. Chapter 4. The event-driven processing pattern.mp4 | 50.5 MB |
| 025. Chapter 4. Answers to exercises.mp4 | 1.8 MB |
| 026. Chapter 4. Summary.mp4 | 2.7 MB |
| 027. Chapter 5. Workflow patterns.mp4 | 18.8 MB |
| 028. Chapter 5. Fan-in and fan-out patterns Composing complex machine learning workflows.mp4 | 34.1 MB |
| 029. Chapter 5. Synchronous and asynchronous patterns Accelerating workflows with concurrency.mp4 | 25.4 MB |
| 030. Chapter 5. Step memoization pattern Skipping redundant workloads via memoized steps.mp4 | 28.2 MB |
| 031. Chapter 5. Answers to exercises.mp4 | 6.6 MB |
| 032. Chapter 5. Summary.mp4 | 2.0 MB |
| 033. Chapter 6. Operation patterns.mp4 | 18.1 MB |
| 034. Chapter 6. Scheduling patterns Assigning resources effectively in a shared cluster.mp4 | 49.7 MB |
| 035. Chapter 6. Metadata pattern Handle failures appropriately to minimize the negative effect on users.mp4 | 31.4 MB |
| 036. Chapter 6. Answers to exercises.mp4 | 2.6 MB |
| 037. Chapter 6. Summary.mp4 | 1.4 MB |
| 038. Part 3. Building a distributed machine learning workflow.mp4 | 4.2 MB |
| 039. Chapter 7. Project overview and system architecture.mp4 | 18.1 MB |
| 040. Chapter 7. Data ingestion.mp4 | 20.7 MB |
| 041. Chapter 7. Model training.mp4 | 13.8 MB |
| 042. Chapter 7. Model serving.mp4 | 10.2 MB |
| 043. Chapter 7. End-to-end workflow.mp4 | 20.3 MB |
| 044. Chapter 7. Answers to exercises.mp4 | 965.4 KB |
| 045. Chapter 7. Summary.mp4 | 2.1 MB |
| 046. Chapter 8. Overview of relevant technologies.mp4 | 25.6 MB |
| 047. Chapter 8. Kubernetes The distributed container orchestration system.mp4 | 18.5 MB |
| 048. Chapter 8. Kubeflow Machine learning workloads on Kubernetes.mp4 | 24.3 MB |
| 049. Chapter 8. Argo Workflows Container-native workflow engine.mp4 | 25.3 MB |
| 050. Chapter 8. Answers to exercises.mp4 | 1.3 MB |
| 051. Chapter 8. Summary.mp4 | 1.2 MB |
| 052. Chapter 9. A complete implementation.mp4 | 24.3 MB |
| 053. Chapter 9. Model training.mp4 | 34.7 MB |
| 054. Chapter 9. Model serving.mp4 | 20.5 MB |
| 055. Chapter 9. The end-to-end workflow.mp4 | 23.3 MB |
| 056. Chapter 9. Summary.mp4 | 3.2 MB |
| Bonus Resources.txt | 386 bytes |
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