Video description
Course OverviewThis 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
Table of contents
- Lesson 1
- Lesson 2
- Lesson 3
-
Lesson 4
- "ollama local demo
- "ollama modelfile rust debugger
- "using tmux on linux
- "using nvidia smi
- "ollama arch
- "using zenith gpu monitoring
- "compiling rust candle gpu
- "llamafile getting started gemma
- "llamafile simple
- "rust hello world project structure
- "aws spot deploy ml
- "huggingface workflow models
- "github ai models workflow
- "technical training approaches
- "effective ai engineering learning
- "AI orchestration local workstation
- Lesson 6
Product information
- Title: Orchestrating AI
- Author(s):
- Release date: November 2024
- Publisher(s): Pragmatic AI Labs
- ISBN: 11192024PAIML
You might also like
book
RAG-Driven Generative AI
Minimize AI hallucinations and build accurate, custom generative AI pipelines with RAG using embedded vector databases …
audiobook
Generative AI
The future of AI is here. The world is transfixed by the marvel (and possible menace) …
book
Generative AI
An engaging and essential discussion of generative artificial intelligence In Generative AI: Navigating the Course to …
audiobook
Generative AI in the Real World: The Future of Programming with Matt Welsh
Don’t miss Tim O’Reilly and Reid Hoffman talking about DeepFakes, AI, and the American Economy on …
