Rust for Large Language Model Operations (LLMOps)

Resumen

This advanced course trains you for the cutting-edge of AI development by combining the power of Rust with Large Language Model Operations.

• Learn to build scalable LLM solutions using the performance of Rust
• Master integrating Rust with LLM frameworks like HuggingFace Transformers
• Integrate Rust with LLM frameworks like HuggingFace, Candle, ONNX

Get trained in the latest AI/ML innovations while mastering systems programming with Rust - your pathway to building state-of-the-art LLM applications.

• Optimize LLM training/inference by leveraging Rust's parallelism and GPU acceleration
• Build Rust bindings for seamless integration with HuggingFace Transformers
• Convert and deploy BERT models to Rust apps via ONNX runtime
• Utilize Candle for streamlined ML model building and training in Rust
• Host and scale LLM solutions on AWS cloud infrastructure
• Hands-on labs:

  Build chatbots, text summarizers, machine translation

• Apply LLMOps DevOps practices - CI/CD, monitoring, security
• Techniques for memory safety, multithreading, lock-free concurrency
• Best practices for LLMOps reliability, scalability, cost optimization
• Real-world projects demonstrating production-ready LLMOps expertise

Materias