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Stefan Ochsenbein edited this page Dec 7, 2018
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Here are a few links to introduce to the different concepts which might be used in this project to create strong game player bots using machine learnig techniques. Please comment / review the usefulness of these links and feel free to suggest more related links.
- Alpha Zero Full Paper
- AlphaZero for Gomoku
- AlphaGo Zero Clone in Tensorflow
- Simple Alpha(Go) Zero Tutorial
- Simple Implementation of AlphaGo Zero on Connect4
- Distributed TensorFlow with GPUs - Chicago Meetup - June 22 2017
- GuildAI Toolkit for TensorFlow and Keras
- Applying the DL techniques from Alpha Go to play tic-tac-toe
- A clean implementation based on AlphaZero
- AlphaGo Zero cheat sheet
- Teach a machine to learn Connect4
- Go engine with no human-provided knowledge C++
- The 3 Tricks That Made AlphaGo Zero Work
- Simple Alpha(Go) Zero Tutorial
- AlphaGo Zero
- The Neural Network Zoo in Pictures
- AlphaGo How it works
- Cheat Sheets for AI, NN, ML, DL & Big Data
- YANNI, yet-another neural-net implementation, intro blog
- Yanni, yet-another-neural-net-implementation, site
- Understanding the difficulty of training deep feedforward neural networks
- Efficient BackProp
- Cheat Sheets for deep learning
- An ANN implementation in erlang
- TensorFlow Erlang Tools/Interfaces : GuildAI
- TensorFlow
- TensorFlow Machine Learning Cookbook
- TensorFlow Machine Learning Cookbook Code
- A visual introduction to machine learning using D3.js
- Artificial Neural Network
- CS231n Convolutional Neural Networks for Visual Recognition
- CS231n Youtube playlist of Convolutional Neural Networks for Visual Recognition Winter 2016
- Neural Networks and Deep Learning
- Neuroevolution Through Erlang
- Neural Networks in Erlang
- Python Libraries for Data Sycience
- Questions & Intuition for Tackling Deep Learning Problems
- Recurrent Neural Networks
- Recurrent Neural Networks pdf
- Deep Learning - Tips and Tricks for the practitioner
- DeepLearningPapers
- DeepLearningBook
- Udacity Foundations Of Deep Learning Nanodegree
- List of Artificial Intelligence Tools
- Some Lesser-Known Deep Learning Libraries
- Deep Learning in 7 lines of code
- Ideas on interpreting machine learning
- AI in Elixir
- Google AI Story
- Convolutional Sequence to Sequence Learning
- Connect four perfect solver
- Piton: Pooled Python runtime framework
- AppliedDataSciencePartners DeepReinforcementLearning