Overview
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
Syllabus
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