Git Product home page Git Product logo

frostings's Introduction

#Frostings Simple data loader for machine learning.

Couple your github.com/alrojo/Trifle with some Frostings!

#Documentation

This data loader is in four parts: LoadMethod, SampleGenerator, BatchGenerator, ChunkGenerator.

LoadMethod: Implements the loading of the data (sk.io.image for images, or maybe a wrapper for a database). This class only has a skeleton is provided as it is often very different for different tasks. See the examples/europarl/text_loader.py for details on how to make a LoadMethod.

SampleGenerator: Handles repeating data (train repeat=True, valid and test repeat=False), shuffling (important for increasing types of mini-batches) and returns one sample, which is a tuple of elements. e.g. sample = (X, label) for one data point.

BatchGenerator: puts the data in a numpy array and packs it with other batch-level specifics (see examples/europarl/text_loader.py for details on a specific implementation)

ChunkGenerator: Gives a list of batches and computes chunk-level specifics such as zero-mean unit variance over a chunk (NOT supported yet)

#Contributions Feedback is much wanted, however, if you are to make contributions remember to use tabs.

frostings's People

Contributors

alrojo avatar obeyed avatar styrke avatar

Stargazers

 avatar

Watchers

 avatar  avatar  avatar  avatar  avatar

frostings's Issues

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.