November 2024
Intermediate
1h 46m
English
Overview
Course Overview
This comprehensive course covers AI orchestration, from local development to cloud deployment, with a focus on Rust, MLOps, and efficient AI system design. Learn practical approaches to building and deploying AI systems using modern tools and best practices.
Module 1: Course Foundations- Introduction to AI Orchestration
- Course Overview
- AI Orchestration Fundamentals
- Understanding the Prompt Engineering Pyramid
- Chain of Thought Prompting with Rust
- Practical Demonstrations and Implementation
- Local vs Cloud Model Deployment
- Caching Strategies for AI Systems
- RAG Optimization Techniques
- LlamaFile and Local Model Deployment
- Ollama Integration and Architecture
- AWS Spot Instance Deployment
- GPU Monitoring and Optimization
- HuggingFace Workflow Integration
- GitHub AI Model Management
- Technical Training and Best Practices
- Final Overview and Next Steps
- AI Engineering Best Practices
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