Machine Learning / AI

Below you can find an ever expanding list of Machine Learning resources that I find along the way.

Books

• Artificial Intelligence: A Modern Approach

Web version

• Deep Learning Book
• Neural Networks and Deep Learning
• Reading list for Computational Creativity from Kent
• Machine Learning for Artists
• The AI Programmers Bookshelf

• Rules of Machine Learning: Best Practices

  Best practices for using ML systems in practice, a style guide for ML

Tutorials

General

• Machine Learning Is Fun

  Five part tutorial series about applying Machine Learning

• Hacker’s guide to Neural Networks

  Neural Networks from scratch in JavaScript

• Python Data Science Handbook

  Jupyter notebook content for my OReilly book, the Python Data Science Handbook

• Practical Neural Networks for NLP: From Theory to Code

Tensorflow

• TensorFlow Tutorial and Examples for Beginners

• TensorFlow Tutorial - used by Nvidia

  Learn TensorFlow from scratch by examples and visualizations with interactive jupyter notebooks. Learn to compete in the Kaggle leaf detection challenge!

• Camron.xyz / TensorFlow in a Nutshell

  Mini TensorFlow tutorials and more (RNN, Search etc.)

Datasets

• UCI Machine Learning Repository

  Extensive list of small datasets

• 20 Weird & Wonderful Datasets for Machine Learning

• Academic torrents

  Research data / datasets in torrent format

• Google Open Images Dataset

  a dataset consisting of ~9 million URLs to images that have been annotated with labels spanning over 6000 categories.

• LSUN Dataset

  Dataset of scene images like Bedrooms, Kitchens, Bridges etc.

• MusicNet

  A curated collection of labeled classical music

• Datasets for ML

  Ever expanding Google Doc for neatly described datasets

• The Lakh MIDI Dataset

  The Lakh MIDI dataset is a collection of 176,581 unique MIDI files, 45,129 of which have been matched and aligned to entries in the Million Song Dataset. Its goal is to facilitate large-scale music information retrieval, both symbolic (using the MIDI files alone) and audio content-based (using information extracted from the MIDI files as annotations for the matched audio files).

Papers

• Deep Learning Papers Reading Roadmap

  Extensive list of key Deep Learning papers

• ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation

• Generative Adversarial Networks NIPS, 2014

• Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks ICLR, 2016

• Iris.ai

  AI research paper explorer

Courses

• CS231n: Convolutional Neural Networks for Visual Recognition
• Phd level ML courses
• Creative Applications of Deep Learning with TensorFlow
• Open Source Deep Learning Curriculum

Podcasts

• Ethical Machines

  By Samim

• The Talking Machines

Misc resources

• DeepLearning.net

  This website is intended to host a variety of resources and pointers to information about Deep Learning. In these pages you will find

  • a reading list,
  • links to software,
  • datasets,
  • a list of deep learning research groups and labs,
  • a list of announcements for deep learning related jobs (job listings),
  • as well as tutorials and cool demos.

• Top-down learning path: Machine Learning for Software Engineers

  Extensive Machine Learning resources list from GitHub user ZuzooVn

• Machine Learning Mastery Method

  Neat resources and instructions on how to learn Machine Learning

• Deep Learning Reading List

• The Neural Network Zoo

  Explanation of different NN architectures

• A Year of AI

  Accessible explanations for various ML topics

• A gallery of interesting IPython notebooks

• Awesome RNN

  A curated list of resources dedicated to recurrent neural networks (closely related to deep learning).

• Awesome Deep Learning

Inspiration

• A.I. Experiments with Google

  Collection + Code of Applied Machine Learning Projects

• Stanford Final Machine Learning Projects 2015
• Stanford Final Machine Learning Projects 2014
• Stanford Final Machine Learning Projects 2013
• Stanford Final Machine Learning Projects 2012
• LnH: An AI based heavy metal band

• Minecraft, ENHANCE!

  Neural Networks to Upscale & Stylize Pixel Art

• pix2pix

  Image to Image translation -> Translate BW to Color, Edges to Photo etc.

Tools

• Wekinator

  Machine Learning tool for non-programmers

• Leaf

  Simple Machine Learning framework for Hackers

• OpenAI Gym