Stateless Serving, Batch Serving, Prediction Cache, Circuit Breaker
: Tracking different iterations of models for rollback and audit. GitHub +3 High-Quality GitHub Resources You can find these patterns and related code implementations in the following repositories: Official Book Repository (Google Cloud Platform) : Contains the source code and examples for the 30 patterns described in the O'Reilly book. ML System Design Pattern (Mercari) : Focuses on architecture-level patterns like synchronous vs. asynchronous patterns and circuit breakers. Distributed Machine Learning Patterns : Specialized patterns for scaling ML systems using Kubernetes and TensorFlow. Generative AI Design Patterns : Newer patterns specifically for Large Language Models (LLMs) and generative content. GitHub +3 AI can make mistakes, so double-check responses Copy Creating a public link... You can now share this thread with others Good response Bad response 9 sites GoogleCloudPlatform/ml-design-patterns: Source code ... - GitHub Jan 13, 2023 — machine learning design patterns pdf github
: The terrytangyuan/distributed-ml-patterns repo provides patterns for scaling systems on Kubernetes, covering distributed training and dynamic serving. 📝 Key Patterns Overview asynchronous patterns and circuit breakers
: The mercari/ml-system-design-pattern repository is a comprehensive guide to serving patterns (Web single, Synchronous, Asynchronous, Batch) and antipatterns used in production workflows. GitHub +3 AI can make mistakes, so double-check
: The ml-design-patterns repository by msaroufim focuses on classic software engineering patterns (Iterator, Observer, Factory) specifically applied to ML pipelines and trainers.
: This GitHub Gist offers a critical report on the book’s contents, highlighting key advice from seasoned professionals. 🛠 Specialized Design Pattern Repositories
I understand you're looking for the PDF of the book by Valliappa Lakshmanan, Sara Robinson, and Michael Munn (O'Reilly), particularly on GitHub.