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Open Source LLMs on AWS: From Compilation to Deployment

Master the deployment of open source Large Language Models on AWS infrastructure. Learn essential concepts from parallel compilation optimization to GGUF format implementation. This comprehensive course covers llama.cpp compilation, UV package management, Qwen integration, and GPU deployment strategies. Gain hands-on experience optimizing model performance, implementing chatbots, and deploying production-ready open source LLM solutions on AWS cloud infrastructure.

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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

2 weeks, 34 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

  • Lab
  • Quiz
  • Amdahls law parallel compilation
  • Gguf format overview
  • Key terms
  • Uv CLI python packaging
  • Key terms
  • Lab

Week 2

  • Llamacpp QWEN integration
  • Key terms
  • Lab
  • Aws GPU deployment
  • Lab
  • Quiz
  • 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