Git Product home page Git Product logo

formal-ml's Introduction

Formal ML

Introduction

Formal ML is a LEAN library for proving foundational results in measure theory, probability, statistics, and machine learning, based upon mathlib. It is in early development, and not all proofs are complete.

It introduces probability spaces, the Radon-Nikodym derivative, PAC bounds, etc.

The library can be used in other packages as well.

Building the Package

This package is compatible with LEAN 3.20.0.

Download and Install LEAN 3.20.0

This package is based upon the LEAN community version of lean, specifically version 3.20.0. Before building the package, one must download LEAN 3.20.0.

For Linux versions, you can download https://github.com/leanprover-community/lean/releases/download/v3.20.0/lean-3.20.0-linux.tar.gz. After unzipping the file, you can include the bin subdirectory in your PATH (no need to recompile). To test your framework, run:

lean --version

leanpkg help

Download FormalML

To download this package, run:

git clone https://github.com/google/formal-ml.git

cd formal-ml

Build the Package

To build the package, run:

leanpkg build

This will download mathlib, and compile both mathlib and this package, so it may take a few minutes.

formal-ml's People

Contributors

mzinkevi avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  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.