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Applied Local Large Language Models

Master the deployment and operation of local large language models (LLMs) through hands-on experience with tools like llamafile and Rust Candle. This comprehensive course covers fundamental concepts, practical implementation techniques, production workflows, and responsible AI practices, enabling you to effectively build, evaluate, and deploy local LLM solutions while understanding their benefits, risks, and ethical considerations.

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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

3 weeks, 81 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

  • Meet your course instructor NOAH gift
  • Connect with your instructors
  • Key terms
  • What are LLMS and how do they work
  • Benefits and risks of using LLMS
  • Key terms
  • Local system Metrics Llamafile
  • Llamafile
  • Key terms
  • Sleeper agents
  • Candle hello world
  • Rust for LLMS
  • Rust CLI Inference
  • Rust chat Inference
  • Quiz

Week 2

  • Key terms
  • Coding ELO in RUST
  • Coding ELO in r
  • Key terms
  • What is Skypilot
  • What is Lorax
  • Key terms
  • What is RAG
  • Overview of a RAG application
  • Quiz

Week 3

  • Key terms
  • Tragedy of the Genai commons
  • Game theory of Genai
  • 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