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edX

Open Source LLMOps

Pragmatic AI Labs via edX

Overview

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.

Taught by

Alfredo Deza and Noah Gift

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