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Machine Learning

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Reinforcement Learning

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  1. AAAI Tutorial
  2. OpenAI Gym: A toolkit for developing and comparing reinforcement learning algorithms
  3. Atari Deep Q RL
  4. Snake
  5. Catching Fruit
  6. Users Guide Reinforcement Learning
  7. 1 more

Classes

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  1. Convolution NN

Neural Turing Machines

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  1. New Item
  2. New Item

Extreme Learning Machines

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  1. usptact/ELM-C--

Papers

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  1. Evolving Robots to play dodgeball
  2. main.pdf
  3. Batch Normalization for Lasagne
  4. 1501.03975.pdf
  5. reward-engineering-principle.pdf
  6. Reinforcement Learing in Continous State and Action Space
  7. 5 more

Blogs

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  1. Recommending music on Spotify with deep learning
  2. Why does batch normalization help?
  3. batch normalization
  4. Artificial Neural Networks - Multi-Layer Perceptron
  5. l0-Norm, l1-Norm, l2-Norm, … , l-infinity Norm
  6. What my deep model doesn't know... | Yarin Gal - Blog | Cambridge Machine Learning Group
  7. 16 more

Books

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  1. Algorithms of Reinforcement Learning: A new book by Csaba Szepesvari
  2. Reinforcement Learning
  3. homepages.inf.ed.ac.uk
  4. Elements of Statistical Learning: data mining, inference, and prediction. 2nd Edition.

Libraries/Tools

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  1. QuadPy
  2. Pyevolve

Data Sets

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  1. GEMS: Gene Expression Model Selector
  2. indico | powerful developer-friendly machine learning
  3. MNIST handwritten digit database, Yann LeCun, Corinna Cortes and Chris Burges
  4. An Introduction to Real-Time Stock Market Data Processing
  5. List of financial data feeds
  6. quantshare.com
  7. 1 more

Theano

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  1. Theano. Least Squares with bias
  2. cadieu/hdl
  3. hashbangCoder/DeepRL-FlappyBird
  4. Theano Tutorial | Quick Simple Version

Forums

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  1. ai-stockmarketforum.com

Cheat Sheets

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  1. Machine Learning Cheat Sheet (for scikit-learn)

Algorithms

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  1. An Introduction to Gradient Descent and Linear Regression

Videos

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  1. What's Wrong with Deep Learning?
  2. The Care and Training of Your Backpropagation Neural Net
  3. Neural Net in C++ Tutorial
  4. Lecture Videos | Artificial Intelligence | Electrical Engineering and Computer Science ...
  5. sentdex
  6. USNA MachineLearning

Finanical ML

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  1. Quantopian Community
  2. Support Vector Machine RSI System
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