Rust for MLOps with Amazon SageMaker

Опубликовано: 01 Январь 1970
на канале: Pragmatic AI Labs

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Learn how Rust's performance, safety and ecosystem integrates with SageMaker for full-stack MLOps. See how Rust crushes Python for speed, enables robust systems via memory safety, interoperates easily with PyTorch, ONNX, and more. Understand the developer experience, binary deployment, and rich AWS ecosystem. Follow a demo using Rust's async AWS SDK to orchestrate high-speed serverless workflows.

Hey readers 👋, if you enjoyed this content, I wanted to share some of my favorite resources to continue your learning journey in technology!

Hands-On Courses for Rust, Data, Cloud, AI and LLMs 🚀

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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Pragmatic AI Labs YouTube Channel: / @pragmaticai
52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com
noahgift.com: https://noahgift.com/
Pragmatic AI Labs Website: https://paiml.com/
Your adventure in tech awaits! Dive in now, and elevate your skills to new heights. 🚀