Giter Club home page Giter Club logo

mathematics-of-deep-learning's Introduction

The Mathematics of Deep Learning

The class site is at http://www.anishathalye.com/mathematics-of-deep-learning/

I'll be uploading lecture videos at some point and linking to them from here. If you're going through the material (slides, notes, and Jupyter notebooks) in this repository independently, I highly recommend either watching the lecture videos or reading through the presenter notes while reading the slides.

Outline

  • Introduction (00-xx)
  • Key ideas, part 1 (01-xx)
    • Program search
    • Gradient descent
    • Computational graphs
    • Backpropagation
  • Key ideas, part 2 (02-xx)
    • Search spaces
  • Hands-on (03-xx)
    • Adversarial examples
    • Transfer learning

License

All rights reserved. Please do not copy or redistribute without permission.

mathematics-of-deep-learning's People

Contributors

anishathalye avatar

Watchers

James Cloos avatar a non  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.