Coder Social home page Coder Social logo

Support for other modalities about cleanlab HOT 1 CLOSED

cleanlab avatar cleanlab commented on May 22, 2024
Support for other modalities

from cleanlab.

Comments (1)

cgnorthcutt avatar cgnorthcutt commented on May 22, 2024

cleanlab supports all classification. Classification is modality-agnostic. Use any form of data you like.

All you need are the predicted probabilities for every example, and the labels. See: https://github.com/cgnorthcutt/cleanlab/tree/master/examples/cifar10

However you compute the predicted probabilities is up to you. For video, you may want to chunk it and use a model that takes 10s of video as input and yields a label for that ten seconds, and let each ten second clip be your example.

To make this extra easy with simple text datasets, cleanlab has a fasttext port: https://github.com/cgnorthcutt/cleanlab/blob/master/cleanlab/models/fasttext.py

But the best way is to use whatever text classifier you like (e.g. GPT-2) to compute the predicted probabilities using cross-validation. Then it becomes a few lines of code to find label errors and remove them. Again, see: https://github.com/cgnorthcutt/cleanlab/tree/master/examples/cifar10

from cleanlab.

Related Issues (20)

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.