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AI Orchestration with Local Models: From Development to Production

Master the art of AI system orchestration using local models, covering essential topics from prompt engineering to cloud deployment. Learn hands-on skills with Llamafile, Ollama, and Rust tools while building production-ready AI systems. This comprehensive course teaches practical implementation of RAG systems, GPU optimization, model deployment, and integration with cloud services, providing both theoretical knowledge and real-world engineering practices for building efficient AI infrastructures.

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Trusted by 1M+ Learners

Our university-grade curriculum has helped professionals worldwide transform their careers in AI, Data Science, Cloud Computing, and programming..

Same curriculum taught at Duke, Northwestern, and UC Davis

Practical, hands-on projects that mirror real-world challenges

Industry-recognized certification upon completion

4 weeks, 75 lessons total which includes hands-on labs, quizzes, and a certification.

Learn from top university instructors

The curated content for the bootcamp is based on the same material we use at top universities like Duke University, Northwestern, and UC Davis.

Practical and hands on

The material and content goes beyond the basic theory and is meant for you to practice, enhancing your learning.

Get access to high-quality, curated content

All exercises, readings, examples, and video content is of extremely high quality and you will get access to all of it in this bootcamp.

Join half a million learners

We've specialized in teaching based on our vast experience in tech. Be part of half a million learners who have used our courses!

Syllabus

This course is packed with useful content, curated from our experience working with top-tier universities and learners all around the world. Get certified at the end of this course with a shareable digital badge.

Week 1

  • Ai Orchestration overview
  • Key terms
  • Prompt engineering Pyramid
  • Chain of thought RUST prompt demo
  • Key terms
  • Local VS cloud models
  • Caching for AI
  • Optimizing local RAG

Week 2

  • Llamafile getting started Gemma
  • Rust hello world project structure
  • Key terms
  • Ollama local demo
  • Ollama arch
  • Key terms
  • Using TMUX on linux
  • Using Zenith GPU monitoring
  • Key terms

Week 3

  • Compiling RUST candle GPU
  • Lab
  • Quiz
  • Aws spot Deploy ML
  • Lab
  • Quiz
  • Huggingface workflow models
  • Key terms
  • Lab

Week 4

  • Technical training approaches
  • Lab
  • Quiz
  • Effective AI engineering learning
  • Key terms
  • Lab
  • Lab
  • Quiz

Custom training for your company

We are ready to deliver this and other training to your group. We can usually accommodate different requirements and are flexible with the number of seats. Reach out to us at contact@paiml.com

  • Bulk pricing available
  • Customizable content
  • Ready to start on your schedule