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Open Source LLMOps

Master the complete lifecycle of large language models using open source tools and platforms in this comprehensive LLMOps course. Learn to work with Hugging Face ecosystem, implement local LLMs with Llamafile and Whisper.cpp, perform dataset augmentation, and build real-world solutions using Rust-based tools. The course covers everything from model deployment and optimization to creating portable CLI applications, browser-based implementations with Transformers.js and ONNX, and advanced projects including retrieval-augmented generation and synthetic dataset creation using modern open source technologies.

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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

  • Meet your instructor NOAH gift
  • Connect with your instructors
  • Open source models in the Hugging face platform
  • What is synthetic Dataset Augmentation
  • Overview of an application for Augmentation
  • Considering RUST over python
  • Using RUST candle
  • Quiz

Week 2

  • Key terms
  • Cosmopolitan
  • Building portable Binaries with Cosmopolitan
  • Key terms
  • Getting started with Llamafile
  • Llamafile local system Metrics
  • Key terms
  • Using Whisper for Genai building blocks
  • Bash automation with Whisper CPP
  • Quiz

Week 3

  • What is Transformers JS
  • What is ONNX
  • Key terms
  • Bash phrase generator
  • Quiz
  • Quiz

Week 4

  • Lab chat with local LLMS
  • Lab create a synthetic Dataset
  • Lab GPU Flavored Mlops with Github Codespaces

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