Reinforcement Learning

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9 Best Articles in 2021
OpenAI
Reinforcement Learning with Prediction-Based RewardsOpenAI
8 min read · From 2018 · We’ve developed Random Network Distillation (RND), a prediction-based method for encouraging reinforcement learning agents to explore their environments through curiosity, which for the first time exceeds average human performance on Montezuma’s Revenge.
reinforcement learning
machine learning
bdtechtalks.com
DeepMind scientists: Reinforcement learning is enough for general AIbdtechtalks.com
8 min read · Jun 7th · In a new paper, scientists at DeepMind suggest that reward maximization and reinforcement learning are enough to develop artificial general intelligence.
science
artificial intelligence
Most highlighted
intelligence and its associated abilities will emerge not from formulating and solving complicated problems but by sticking to a simple but powerful principle: reward maximization.
nervanasys.com
Guest Post (Part I): Demystifying Deep Reinforcement Learningnervanasys.com
~13 min read · From 2016 · This blog was first published at: http://neuro.cs.ut.ee/demystifying-deep-reinforcement-learning/     This is the part 1 of my series on deep reinforcement learning. Tune in next week for “Deep Reinforcement Learning with Neon” for an actual implementation with Neon deep learning toolkit.
drl
reinforcement learning
VentureBeat
Google releases open source reinforcement learning framework for training AI modelsVentureBeat
2 min read · From 2018 · Google's releasing a reinforcement learning framework that makes it easier to train AI models with cutting-edge techniques.
artificial intelligence
reinforcement learning
Towards Data Science
DeepMind Has Quietly Open Sourced Three New Impressive Reinforcement Learning FrameworksTowards Data Science
5 min read · 2019-09-16 · Three new releases that will help researchers streamline the implementation of reinforcement learning programs
machine learning
open source
drl
thegradient.pub
Reinforcement learning’s foundational flawthegradient.pub
~15 min read · From 2018 · By definition, learning from scratch is just about the least sample-efficient approach there can be.
reinforcement learning
OpenAI
Evolution Strategies as a Scalable Alternative to Reinforcement LearningOpenAI
10 min read · From 2017 · We've discovered that evolution strategies (ES), an optimization technique that's been known for decades, rivals the performance of standard reinforcement learning (RL) techniques on modern RL benchmarks (e.g. Atari/MuJoCo), while overcoming many of RL's inconveniences. In particular, ES is simpler to implement (there is no need for backpropagation)
machine learning
dl
rl
alexirpan.com
Deep Reinforcement Learning Doesn't Work Yetalexirpan.com
20+ min read · From 2018 · June 24, 2018 note: If you want to cite an example from the post, please cite the paper which that example came from. If you want to cite the post as a whole, you can use the following BibTeX:
reinforcement learning
machine learning
github.com
GitHub - janhuenermann/neurojs: A javascript deep learning and reinforcement learning library.github.com
From 2017 · neurojs - A javascript deep learning and reinforcement learning library.
javascript
deep learning
reinforcement learning
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bdtechtalks.com
DeepMind scientists: Reinforcement learning is enough for general AIbdtechtalks.com
8 min read · Jun 7th · In a new paper, scientists at DeepMind suggest that reward maximization and reinforcement learning are enough to develop artificial general intelligence.
science
artificial intelligence
Most highlighted
intelligence and its associated abilities will emerge not from formulating and solving complicated problems but by sticking to a simple but powerful principle: reward maximization.
bdtechtalks.com
Is DeepMind’s new reinforcement learning system a step toward general AI?bdtechtalks.com
8 min read · Aug 2nd · DeepMind has released a new paper that shows impressive advances in reinforcement learning. How far does it bring us toward general AI?
artificial intelligence
machine learning
Google AI
Speeding Up Reinforcement Learning with a New Physics Simulation EngineGoogle AI
8 min read · Jul 16th · Posted by C. Daniel Freeman, Senior Software Engineer and Erik Frey, Staff Software Engineer, Google Research Reinforcement learning (RL)...
TechCrunch
Deep reinforcement learning will transform manufacturing as we know itTechCrunch
4 min read · Jun 17th · Reinforcement learning and simulation are essential to solving the constraints and novel challenges that take place in factories and supply chains.
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github.com
dennybritz/reinforcement-learning: Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book…github.com
From 2016 · reinforcement-learning - Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.
reinforcement learning
machine learning
Data Science Central
Introduction to Various Reinforcement Learning AlgorithmsData Science Central
2 min read · 2019-09-12 · This article was written by Steeve Huang. Reinforcement Learning (RL) refers to a kind of Machine Learning method in which the agent receives a delayed rewar…
machine learning
reinforcement learning
Insight Data Science
Reinforcement Learning from scratchInsight Data Science
~11 min read · From 2018 · Inspired by a great tutorial at O’Reilly AI
machine learning
wildml.com
Learning Reinforcement Learning (with Code, Exercises and Solutions)wildml.com
3 min read · From 2016 · Skip all the talk and go directly to the Github Repo with code and exercises. Why Study Reinforcement Learning Reinforcement Learning is one of the fields I’m most excited about. Over the pas…
machine learning
coding
programming
amid.fish
Lessons Learned Reproducing a Deep Reinforcement Learning Paperamid.fish
~20 min read · From 2018 · There are a lot of neat things going on in deep reinforcement learning. One of the coolest things from last year was OpenAI and DeepMind’s work on training an agent using feedback from a human rather…
machine learning
reinforcement learning
analyticsvidhya.com
Beginner's guide to Reinforcement Learning & its implementation in Pythonanalyticsvidhya.com
20+ min read · From 2017 · This guide is an introduction to reinforcement learning & its practical implementations. It explains problem formulation, Q learning & a few examples of RL
reinforcement learning
lilianweng.github.io
A (Long) Peek into Reinforcement Learninglilianweng.github.io
20+ min read · From 2018 · In this post, we are gonna briefly go over the field of Reinforcement Learning (RL), from fundamental concepts to classic algorithms. Hopefully, this review is helpful enough so that newbies would not…
artificial intelligence
reinforcement learning
Towards Data Science
New Game Theory Innovations that are Influencing Reinforcement LearningTowards Data Science
6 min read · 2019-11-07 · Game theory plays a fundamental factor in modern artificial intelligence(AI) solutions. Specifically, deep reinforcement learning(DRL) is…
machine learning
medium.com
Simple Reinforcement Learning with Tensorflow Part 0: Q-Learning with Tables and Neural Networksmedium.com
8 min read · From 2017 · For this tutorial in my Reinforcement Learning series, we are going to be exploring a family of RL algorithms called Q-Learning algorithms…
machine learning
reinforcement learning
tensorflow
Reinforcement Learning

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