Giter VIP home page Giter VIP logo

lightweightfinetuningproject's Introduction

LightweightFineTuningProject

This project is part of the Udacity Generative AI course, Generative AI Fundamentals module. To pass the project, my code needs to do the following:

  1. Load a pre-trained model and evaluate its performance
  2. Perform parameter-efficient fine-tuning using the pre-trained model
  3. Perform inference using the fine-tuned model and compare its performance to the original model

Project Choices

PEFT Technique: LoRA
Model: GPT-2
Evaluation approach: 'evaluate' method with a Hugging Face Trainer
Fine-tuning dataset: fka/awesome-chatgpt-prompts

lightweightfinetuningproject's People

Contributors

neilda avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.