GithubHelp home page GithubHelp logo

modelfactory's Introduction

ModelFactory

ModelFactory is an open-source library for automating computer vision model development from end-to-end. With ModelFactory, you can train highly accurate computer vision models with just a few lines of code.

ModelFactory handles all the tedious CV/ML tasks - data loading/preprocessing, augmentation, neural architecture search, hyperparameter tuning, and model evaluation/selection - enabling you to go straight from images to deployable CV models.

Key Features:

  • Simple API for training CV models like classifiers, detectors, segmenters
  • Automated data normalization, cleaning, augmentation
  • Neural architecture search for optimal model topology
  • Robust hyperparameter tuning for computer vision
  • Clear model diagnostics and evaluation metrics
  • Smooth model export for immediate deployment
  • Modular codebase designed for customization

ModelFactory lets you skip past the drudgery and focus on innovating new ways to extract insights from images and video. Spend less time on ML ops, and more time focused on your vision tasks and data.

Whether you're an experienced CV engineer looking to accelerate development, or new to ML and want an easy starting point, ModelFactory provides the tools you need to go from images to production-ready models fast.

The only limit is your data. Get started building better computer vision models faster with ModelFactory!

modelfactory's People

Contributors

reza-zereh avatar

Watchers

 avatar Kostas Georgiou 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.