Download Oreilly - Distributed Machine Learning Patterns, Video Edition Torrent

Torrent Contents Size: 941.8 MB

Oreilly - Distributed Machine Learning Patterns, Video Edition

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001. Part 1. Basic concepts and background.mp4	MP4	2.4 MB
002. Chapter 1. Introduction to distributed machine learning systems.mp4	MP4	27.9 MB
003. Chapter 1. Distributed systems.mp4	MP4	7.2 MB
004. Chapter 1. Distributed machine learning systems.mp4	MP4	13.2 MB
005. Chapter 1. What we will learn in this book.mp4	MP4	7.6 MB
006. Chapter 1. Summary.mp4	MP4	2.1 MB
007. Part 2. Patterns of distributed machine learning systems.mp4	MP4	9.6 MB
008. Chapter 2. Data ingestion patterns.mp4	MP4	14.8 MB
009. Chapter 2. The Fashion-MNIST dataset.mp4	MP4	13.1 MB
010. Chapter 2. Batching pattern.mp4	MP4	29.3 MB
011. Chapter 2. Sharding pattern Splitting extremely large datasets among multiple machines.mp4	MP4	32.2 MB
012. Chapter 2. Caching pattern.mp4	MP4	25.1 MB
013. Chapter 2. Answers to exercises.mp4	MP4	1.2 MB
014. Chapter 2. Summary.mp4	MP4	2.2 MB
015. Chapter 3. Distributed training patterns.mp4	MP4	13 MB
016. Chapter 3. Parameter server pattern Tagging entities in 8 million YouTube videos.mp4	MP4	39.5 MB
017. Chapter 3. Collective communication pattern.mp4	MP4	36 MB
018. Chapter 3. Elasticity and fault-tolerance pattern.mp4	MP4	27.1 MB
019. Chapter 3. Answers to exercises.mp4	MP4	2.1 MB
020. Chapter 3. Summary.mp4	MP4	1.9 MB
021. Chapter 4. Model serving patterns.mp4	MP4	12.6 MB
022. Chapter 4. Replicated services pattern Handling the growing number of serving requests.mp4	MP4	28.5 MB
023. Chapter 4. Sharded services pattern.mp4	MP4	27.3 MB
024. Chapter 4. The event-driven processing pattern.mp4	MP4	50.5 MB
025. Chapter 4. Answers to exercises.mp4	MP4	1.8 MB
026. Chapter 4. Summary.mp4	MP4	2.7 MB
027. Chapter 5. Workflow patterns.mp4	MP4	18.8 MB
028. Chapter 5. Fan-in and fan-out patterns Composing complex machine learning workflows.mp4	MP4	34.1 MB
029. Chapter 5. Synchronous and asynchronous patterns Accelerating workflows with concurrency.mp4	MP4	25.4 MB
030. Chapter 5. Step memoization pattern Skipping redundant workloads via memoized steps.mp4	MP4	28.2 MB
031. Chapter 5. Answers to exercises.mp4	MP4	6.6 MB
032. Chapter 5. Summary.mp4	MP4	2 MB
033. Chapter 6. Operation patterns.mp4	MP4	18.1 MB
034. Chapter 6. Scheduling patterns Assigning resources effectively in a shared cluster.mp4	MP4	49.7 MB
035. Chapter 6. Metadata pattern Handle failures appropriately to minimize the negative effect on users.mp4	MP4	31.4 MB
036. Chapter 6. Answers to exercises.mp4	MP4	2.6 MB
037. Chapter 6. Summary.mp4	MP4	1.4 MB
038. Part 3. Building a distributed machine learning workflow.mp4	MP4	4.2 MB
039. Chapter 7. Project overview and system architecture.mp4	MP4	18.1 MB
040. Chapter 7. Data ingestion.mp4	MP4	20.7 MB
041. Chapter 7. Model training.mp4	MP4	13.8 MB
042. Chapter 7. Model serving.mp4	MP4	10.2 MB
043. Chapter 7. End-to-end workflow.mp4	MP4	20.3 MB
044. Chapter 7. Answers to exercises.mp4	MP4	965.4 KB
045. Chapter 7. Summary.mp4	MP4	2.1 MB
046. Chapter 8. Overview of relevant technologies.mp4	MP4	25.6 MB
047. Chapter 8. Kubernetes The distributed container orchestration system.mp4	MP4	18.5 MB
048. Chapter 8. Kubeflow Machine learning workloads on Kubernetes.mp4	MP4	24.3 MB
049. Chapter 8. Argo Workflows Container-native workflow engine.mp4	MP4	25.3 MB
050. Chapter 8. Answers to exercises.mp4	MP4	1.3 MB
051. Chapter 8. Summary.mp4	MP4	1.2 MB
052. Chapter 9. A complete implementation.mp4	MP4	24.3 MB
053. Chapter 9. Model training.mp4	MP4	34.7 MB
054. Chapter 9. Model serving.mp4	MP4	20.5 MB
055. Chapter 9. The end-to-end workflow.mp4	MP4	23.3 MB
056. Chapter 9. Summary.mp4	MP4	3.2 MB
Bonus Resources.txt	TXT	409.6 B
Get Bonus Downloads Here.url	URL	204.8 B

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Oreilly - Distributed Machine Learning Patterns, Video Edition

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