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Starts 5 June 2025 07:07
Ends 5 June 2025
Rust for Large Language Model Operations (LLMOps)
502 Courses
Not Specified
Optional upgrade avallable
All Levels
Progress at your own speed
Free
Optional upgrade avallable
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
Subjects
