Orchestrating AI | Pragmatic AI Labs [Update 11/2024]
English | Size: 270 MB
Genre: eLearning[/center]
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
Module 2: Advanced Prompt Engineering
Understanding the Prompt Engineering Pyramid
Chain of Thought Prompting with Rust
Practical Demonstrations and Implementation
Module 3: AI System Architecture
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
Module 4: Tools and ImplementationCourse Conclusion
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