Serverless ML Inference at Scale with Rust, ONNX Models on AWS Lambda + EFS

Описание: Learn how to architect a serverless and auto-scaling ML inference pipeline using Rust, ONNX Runtime, AWS Lambda, and EFS storage. Follow steps to share models across environments, configure security groups, expose ports, mount filesystems to functions. See how the combo enables sustainable ML in production without managing servers.

Code here: https://lnkd.in/eRRWaWeH

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Rust Programming Specialization: https://insight.paiml.com/qwh
Rust for DevOps: https://insight.paiml.com/x14
Rust LLMOps: https://insight.paiml.com/g3b
Rust Fundamentals: https://insight.paiml.com/qyt
Data Engineering with Rust: https://insight.paiml.com/zm1
Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot
Virtualization, Docker, and Kubernetes for Data Engineering: https://www.coursera.org/learn/virtua...
Cloud Machine Learning Engineering and MLOps: https://www.coursera.org/learn/cloud-...
MLOps Tools: MLflow and Hugging Face: https://www.coursera.org/learn/mlops-...
Data Visualization with Python: https://www.coursera.org/learn/data-v...
Linux and Bash for Data Engineering: https://www.coursera.org/learn/linux-...
Spark, Hadoop, and Snowflake for Data Engineering: https://www.coursera.org/learn/spark-...
Cloud Virtualization, Containers and APIs: https://www.coursera.org/learn/cloud-...
Cloud Data Engineering: https://www.coursera.org/learn/cloud-...
Python Essentials for MLOps: https://www.coursera.org/learn/python...
DevOps, DataOps, MLOps: https://www.coursera.org/learn/devops...
Web Applications and Command-Line Tools for Data Engineering: https://www.coursera.org/learn/web-ap...
MLOps Platforms: Amazon SageMaker and Azure ML: https://www.coursera.org/learn/mlops-...
Scripting with Python and SQL for Data Engineering: https://www.coursera.org/learn/script...
Python and Pandas for Data Engineering: https://www.coursera.org/learn/python...
Cloud Computing Foundations: https://www.coursera.org/learn/cloud-...

📚 Must-Read Books:

Practical MLOps: https://www.amazon.com/Practical-MLOp...
Python for DevOps: https://www.amazon.com/gp/product/B08...
Developing on AWS with C#: https://www.amazon.com/Developing-AWS...
Pragmatic AI Labs Books: https://www.amazon.com/gp/product/B09...

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