/practical-mlops-book

[Book-2021] Practical MLOps O'Reilly Book

Primary LanguageJupyter Notebook

Practical MLOps, an O'Reilly Book

This is a public repo where code samples are stored for the book Practical MLOps.

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Tentative Outline

Chapter 1: Introduction to MLOps

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Chapter 2: MLOps Foundations

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Chapter 3: Machine Learning Deployment In Production Strategies

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Chapter 4: Continuous Delivery for Machine Learning Models

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Chapter 5: AutoML

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Chapter 6: Monitoring and Logging for Machine Learning

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Chapter 7: MLOps for AWS

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Chapter 8: MLOps for Azure

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Chapter 9: MLOps for GCP

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Chapter 10: Machine Learning Interoperability

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Chapter 11: Building MLOps command-line tools

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Chapter 12: Machine Learning Engineering and MLOps Case Studies

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Community Recipes

This section includes "community" recipes. Many "may" be included in the book if timing works out.

References

Next Steps: Take Coursera MLOps Course

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