github.com/codingtrain/machine-learning

Machine-Learning

Examples and experiments around ML for upcoming Coding Train videos and ITP course.

Resource attributes

Since resources across the internet vary in terms of their pre-requisites and general accessibility, it is useful to give attributes to them so that it is easy to understand where a resource fits into the wider machine learning scope. Below is a few suggested attributes (please extend):

• :rainbow: = creative
• :bowtie: = beginner
• :sweat_smile: = intermediate, some pre-requisites
• :godmode: = advanced, many pre-requisites

Table of Contents

• Articles & Posts
• Books
• Courses
• Examples
• Projects
• Videos
• Resources
• Newsletter
• Tools
  • Tensorflow
  • t-SNE

Articles & Posts

• A Return to Machine Learning :rainbow: :bowtie:
• A Visual Introduction to Machine Learning :rainbow: :bowtie:
• Machine Learning is Fun! :bowtie:
• Deep Reinforcement Learning: Pong from Pixels :rainbow:
• Inside Libratus, the Poker AI That Out-Bluffed the Best Humans :bowtie:
• Machine Learning in Javascript: Introduction :bowtie:
• Realtime control of sequence generation with character based Long Short Term Memory Recurrent Neural Networks :sweat_smile:
• Why is machine learning 'hard'? :bowtie:
• Unreasonable effectiveness of RNNs :sweat_smile:
• colah's blog
• ‪Machine Learning Website with many Tutorial of Machine Learning‪ ‬:rainbow:
• Beginners tutorial for decision tree implementation :rainbow:‪
• Machine Learning Beginner tutorial Supervised and Unsupervised Learning :rainbow:‪
• Q-Learning Tutorial :sweat_smile:
• Big O notation Free Code Camp :bowtie:
• Ray Wenderlich Big O notation :bowtie:
• Interview Cake Big O notation :bowtie:
• Youtube Video Big O notation Derek Banas :bowtie:
• Youtube Video for Big O notation HackerRank :bowtie:
• Random Forest in Python :sweat_smile:
• CreativeAI - On the Democratisation & Escalation of Creativity :rainbow: :bowtie:
• Reducing the Dimensionality of Data with Neural Networks
• Learning Deep Architectures for AI
• Let’s code a Neural Network from scratch (Processing) :sweat_smile:
• Distill - Demystifying Machine Learning Research
• Machine Learning in Javascript :sweat_smile:
• A.I. Experiments from google
• Rohan & Lenny #3: Recurrent Neural Networks & LSTMs :sweat_smile:
• Backpropogating an LSTM: A Numerical Example :sweat_smile:
• Naive Bayes for Dummies; A Simple Explanation :bowtie:
• Machine Learning Crash Course @ Berkeley :bowtie: :godmode:
• How to approach almost any ML problem? :sweat_smile:
• Technical Notes on ML & AI by Chris Albon :bowtie: :sweat_smile:
• Naive Bayes and Text Classification :sweat_smile:
• First Contact With TensorFlow :sweat_smile:

Books

• Machine Learning for Designers by Patrick Hebron, Accompanying Webcast: Machine learning and the future of design
• Machine Learning Book :rainbow:
• A first encounter with machine learning :bowtie:
• Natural Language Processing with Python :sweat_smile: :bowtie:
• A Brief Introduction to Neural Networks :sweat_smile:

Courses

• Machine Learning Crash Course By Google :bowtie:
• Coursera - Machine Learning with TensorFlow on GCP :sweat_smile:
• The Neural Aesthetic @ SchoolOfMa, Summer 2016 :rainbow: :bowtie:
• Machine Learning for Musicians and Artists, Kadenze[Scheduled course] :rainbow: :bowtie:
• Creative Applications of Deep Learning with TensorFlow, Kadenze[Whole Program] :rainbow: :sweat_smile:
• Coursera - Machine Learning :bowtie:
• Coursera - Neural Networks :sweat_smile:
• Practical Deep Learning for Coders :bowtie:
• ‪Course in Machine Learning
• ‪Stanford Course Machine Learning
• Udacity - Machine Learning Engineer[Whole Program] :sweat_smile:
• DeepMind - Reinforcement Learning lectures by David Silver

Examples

• A Deep Q Reinforcement Learning Demo :bowtie:
• How to use Q Learning in Video Games Easily :rainbow: :bowtie:
• K-nearest :bowtie:
• The Infinite Drum Machine :rainbow: :bowtie:
• Visualizing various ML algorithms :rainbow: :bowtie:
• Image-to-Image - from lines to cats :rainbow:
• Recurrent Neural Network Tutorial for Artists :rainbow:
• Browser Self-Driving Car,Learning to Drive Blog Post
• The Neural Network Zoo (cheat sheet of nn architectures)
• Slice of Machine Learning

Projects

• Bidirectional LSTM for IMDB sentiment classification :sweat_smile:
• Land Lines
• nnvis - Topological Visualisation of a Convolutional Neural Network :rainbow: :bowtie:
• char-rnn A character level language model (a fancy text generator) :rainbow: :sweat_smile:
• Machine Learning Projects

Videos

• Reinforcement Learning
  • Artificial Intelligence in Google's Dinosaur (English Sub) :bowtie:
  • How to use Q Learning in Video Games Easily :bowtie:
• Evolutionary Algorithms
  • Evolving Swimming Soft-Bodied Creatures :rainbow: :bowtie:
  • Harnessing evolutionary creativity: evolving soft-bodied animats in simulated physical environments :rainbow: :bowtie:
  • Reproduce image with genetic algorithm :bowtie:
• Deep Learning
  • ‪Video Lectures of Deep Learning‪ ‬:sweat_smile:
  • Neural networks class - Université de Sherbrooke
  • ‪A Friendly Introduction to Machine Learning‪ ‬:bowtie:
  • ‪A friendly introduction to Deep Learning and Neural Networks ‬:bowtie:
  • ‪A friendly introduction to Convolutional Neural Networks and Image Recognition ‬:bowtie:
  • ‪Deep Learning Demystified ‬:bowtie:
  • ‪How Deep Neural Networks Work ‬:bowtie:
  • ‪How Convolutional Neural Networks work :bowtie:
• Artificial Intelligence
  • MIT 6.034 Artificial Intelligence, Fall 2010 - Complete set of course lectures

Resources

• Awesome Machine Learning
• ‪QA StackOverflow Machine Learning Algorithms
• ‪Free dataset for projects
• Facial Recognition Database
• iOS application- Read top articles for your professional skills with @mybridge - Here you can find new articles every day for Data Science and Machine Learning among other things
• Machine Learning Resources
• Isochrones using the Google Maps Distance Matrix API
• Index of Best AI/Machine Learning Resources

Newsletter

• Data Science
• Data Elixir
• Artificial Intelligence Weekly
• Data Aspirant

Tools

• ConvNetJS - Javascript library for training Deep Learning models (Neural Networks) :sweat_smile:
• RecurrentJS - Deep Recurrent Neural Networks and LSTMs in Javascript :sweat_smile:
• AIXIjs - JavaScript demo for running General Reinforcement Learning (RL) agents :sweat_smile:
• WORD2VEC :sweat_smile:
• Neuro.js
• ‪Google Chrome Extensión to download all Image of the Google Search :bowtie: :rainbow: 1 Scikit-Learn

TensorFlow

• Projector :sweat_smile:
• Magenta :rainbow:
• TensorFlow and Flask, Thanks to @Hebali basic pipeline, minus TensorFlow plus a very basic placeholder function
• Awesome Tensorflow - curated list of TensorFlow tutorials

Tensorflow posts

• Big deep learning news: Google Tensorflow chooses Keras
• Simple end-to-end TensorFlow examples
• TensorFlow website Getting Started:bowtie:

t-SNE

• t-SNE :sweat_smile:
• t-SNE :sweat_smile:
• An illustrated introduction to the t-SNE algorithm
• Visualizing Data Using t-SNE :rainbow: