Chatbot with Llama you own this product

prerequisites
Intermediate Linux • Basic git • Basic compilers
skills learned
Quantize an open-source LLM • build and use prompts and prompt templates for a chatbot LLM • build a web UI for the chatbot
Michael Yuan and Tony Yuan
1 week · 4-6 hours per week · BEGINNER
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Look inside

In this liveProject, you’ll take on the role of a full-stack developer working for a school district. Your district wants to further student learning by developing its own large language model (LLM) applications to assist students, parents, and teachers. Your goal is to develop an MVP of this by creating a chatbot that can answer questions and engage in follow-up conversations. You’ll utilize the open source Llama LLM from Meta AI to do this. Your model will need to run with very low resources—it needs to work on the school’s outdated computers—and be equipped with an intuitive user interface. Let’s get started!

This project is designed for learning purposes and is not a complete, production-ready application or solution.

project authors

Michael Yuan

Dr. Michael Yuan is the founder and maintainer of the open -source WasmEdge project — one of the most popular WebAssembly (Wasm) runtimes for server and edge applications. He is also the creator of LlamaEdge, a cross-platform, embeddable, and cloud-native runtime for AI applications, supporting LLMs and popular vision and speech models. Dr. Yuan is the author of 5 books on software engineering and a frequent speaker at conferences such as KubeCon, Open Source Summit, QCon, Rust Conf, VMWare Explore, COSCon, and Wasm I/O. He has designed and implemented enterprise applications and server-side software infrastructure since the early 2000s. Dr. Yuan holds a PhD in Astrophysics from the University of Texas at Austin.

Tony Yuan
Tony Yuan is a student at Kealing Middle School in Austin, Texas, who loves technology and AI. He served as a TA for his school’s computer science class and as the leader of Kealing’s philharmonic orchestra. He enjoys listening to rock music and reading history books when he's not programming or studying.

prerequisites

This liveProject is for software developers and IT professionals who are interested in building LLM applications in their own domains. To begin this liveProject, you will need to know the following:


TOOLS
  • Intermediate Linux
  • Basics CMAKE and Linux dev tools
  • Basics of Git
  • Basics of Basics of Hugging Face
  • Basics of Python
TECHNIQUES
  • Command line tools
  • Basics of LLMs
  • Basics of model training and inference
  • Deploying and testing web services

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book resources
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