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Machine Learning

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Books

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  1. Deep Learning Adaptive Computation and Machine Learning: Amazon.de: Ian Goodfellow, Yos...
  2. Artificial Intelligence for Games: Ian Millington, John Funge: 8601300089652: Amazon.co...
  3. Python Machine Learning: Amazon.de: Sebastian Raschka: Fremdsprachige Bücher
  4. Multi-Agent Machine Learning: A Reinforcement Approach: Amazon.de: H. M. Schwartz: Frem...

Whole Lecture Courses

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  1. Artificial Intelligence Planning (Coursera) | MOOC List
  2. CS188Spring2013 - YouTube
  3. BrownCS141 Spring 2014 - YouTube

Videos

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  1. Deep Learning and the Future of AI | Yann LeCun | Talk 1/2 - YouTube
  2. NIPS 2015 Workshop (Levine) 15494 Deep Reinforcement Learning - YouTube
  3. Reinforcement Learning 3 - Q Learning - YouTube
  4. Lecture 10 Reinforcement Learning I - YouTube
  5. Introduction to Reinforcement Learning - Shane M. Conway - YouTube
  6. RL Course by David Silver - Lecture 1: Introduction to Reinforcement Learning - YouTube
  7. 3 more

Articles

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  1. A brief introduction to reinforcement learning
  2. Reinforcement Learning - Part 1 – Δ ℚuantitative √ourney – ∑ My experiences in learning...
  3. Обзор примера применения обучения с подкреплением с использованием TensorFlow / Хабрахабр
  4. Simple Reinforcement Learning with Tensorflow Part 0: Q-Learning with Tables and Neural...
  5. Using reinforcement learning in Python to teach a virtual car to avoid obstacles – Medium
  6. Reinforcement Learning - Introduction
  7. 1 more

Libraries

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  1. michalgregor / dustrac-fuzzy — Bitbucket
  2. Orange – Data Mining Fruitful & Fun

Machine Learning

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Bookmarks / Lesezeichenleiste / Machine Learning

  1. An overview of gradient descent optimization algorithms
  2. Amazon.com: Artificial Intelligence for Humans, Volume 1: Fundamental Algorithms eBook:...
  3. Amazon.com: Artificial Intelligence for Humans, Volume 2: Nature-Inspired Algorithms eB...
  4. Amazon.com: Artificial Intelligence for Humans, Volume 3: Deep Learning and Neural Netw...
  5. Intelligent Control: A Hybrid Approach Based on Fuzzy Logic, Neural Networks and Geneti...
  6. Intelligence Emerging: Adaptivity and Search in Evolving Neural Systems (MIT Press): Ke...
  7. 16 more

Satton

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  1. RL FAQ
  2. Rich Sutton's Recent Talks
  3. Rich Sutton's Home Page
  4. The Quest for AI.pdf
  5. Book
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