## 9 Best Articles in 2021

OpenAI

### Reinforcement Learning with Prediction-Based Rewards

OpenAI

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.

nervanasys.com

### Guest Post (Part I): Demystifying Deep Reinforcement Learning

nervanasys.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.

VentureBeat

### Google releases open source reinforcement learning framework for training AI models

VentureBeat

2 min read · From 2018 · Google's releasing a reinforcement learning framework that makes it easier to train AI models with cutting-edge techniques.

Towards Data Science

### DeepMind Has Quietly Open Sourced Three New Impressive Reinforcement Learning Frameworks

Towards Data Science

5 min read · 2019-09-16 · Three new releases that will help researchers streamline the implementation of reinforcement learning programs

thegradient.pub

### Reinforcement learning’s foundational flaw

thegradient.pub

~15 min read · From 2018 · By definition, learning from scratch is just about the least sample-efficient approach there can be.

OpenAI

### Evolution Strategies as a Scalable Alternative to Reinforcement Learning

OpenAI

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)

alexirpan.com

### Deep Reinforcement Learning Doesn't Work Yet

alexirpan.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:

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.

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.

## Trending

VentureBeat

### Reinforcement learning: The next great AI tech moving from the lab to the real world

VentureBeat

5 min read · Mar 28th · Reinforcement learning (RL) is a powerful type of AI technology that can learn strategies to optimally control large, complex systems.

Singularity Hub

### Quantum Computing and Reinforcement Learning Are Joining Forces to Make Faster AI

Singularity Hub

5 min read · Mar 16th · Although only challenged with a “toy problem” in the study, once scaled the AI could impact real-world problems like building an efficient quantum internet.

infoworld.com

### 3 ways to get into reinforcement learning

infoworld.com

3 min read · Feb 18th · Whether you like theoretical study or want to get your hands dirty, plenty of reinforcement learning resources are out there.

VentureBeat

### Amazon launches reinforcement learning tools to manage robots’ workflows

VentureBeat

2 min read · Mar 3rd · Amazon launched a new cloud-based reinforcement learning solution aimed at customers in robotics industries.

## More like this

Data Science Central

### Introduction to Various Reinforcement Learning Algorithms

Data 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…

Insight Data Science

### Reinforcement Learning from scratch

Insight Data Science

~11 min read · From 2018 · Inspired by a great tutorial at O’Reilly AI

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…

amid.fish

### Lessons Learned Reproducing a Deep Reinforcement Learning Paper

amid.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…

analyticsvidhya.com

### Beginner's guide to Reinforcement Learning & its implementation in Python

analyticsvidhya.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

lilianweng.github.io

### A (Long) Peek into Reinforcement Learning

lilianweng.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…

Towards Data Science

### New Game Theory Innovations that are Influencing Reinforcement Learning

Towards 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…

medium.com

### Simple Reinforcement Learning with Tensorflow Part 0: Q-Learning with Tables and Neural Networks

medium.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…

VentureBeat

### Reinforcement learning: The next great AI tech moving from the lab to the real world

VentureBeat

5 min read · Mar 28th · Reinforcement learning (RL) is a powerful type of AI technology that can learn strategies to optimally control large, complex systems.