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Open Source LLMOps
edX
Course
Beginner
Free to Audit
Certificate

Open Source LLMOps

Pragmatic AI Labs

Unlock Open Source AI: Dive into LLM Architectures, Fine-Tuning, and Cutting-Edge Deployments.

4 hrs/week4 weeksEnglish939 enrolled
Free to Audit

About this Course

Experience Open Source Large Language Models (LLMs) Master cutting-edge LLM architectures like Transformers through hands-on labs Fine-tune models on your data with SkyPilot's scalable training platform Deploy efficiently with model servers like LoRAX and vLLM Explore the Open Source LLM Ecosystem: Gain in-depth understanding of how LLMs work under the hood Run pre-trained models like Code Llama, Mistral & Stable Diffusion Discover advanced architectures like Sparse Expert Models Launch cloud GPU instances for accelerated compute Guided LLM Project: Fine-tune LLaMA, Mistral or other LLMs on your custom dataset Leverage SkyPilot to scale training across cloud providers Containerize your fine-tuned model for production deployment Serve models efficiently with LoRAX, vLLM and other open servers Build powerful AI solutions leveraging state-of-the-art open source language models. Gain practical LLMOps skills through code-first learning.

What You'll Learn

  • Run local large language models
  • Fine-tune LLMs
  • Use open-source generative AI

Prerequisites

  • Basic programming experience
  • Some understanding of Bash and Linux.

Instructors

A

Alfredo Deza

Adjunct Assistant Professor in the Pratt School of Engineering

N

Noah Gift

Executive in Residence and Founder of Pragmatic AI Labs

Course Info

PlatformedX
LevelBeginner
PacingUnknown
CertificateAvailable
PriceFree to Audit

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