Search Results for: "reinforcement learning"

What Are DQN Reinforcement Learning Models

DQN or Deep-Q Networks were first proposed by DeepMind back in 2015 in an attempt…

Reinforcement Learning Comes To Android Phones

“Researchers seek new and more stimulating environments to tackle RL challenges with AndroidEnv.” Alphabet Inc.’s…

What Is Model-Free Reinforcement Learning?

“Model-based methods rely on planning as their primary component, while model-free methods primarily rely on…

An “EPIC” Way To Evaluate Reward Functions In Reinforcement Learning

“Specifying a reward function can be one of the trickiest parts of applying RL to…

TensorForce

Guide To TensorForce: A TensorFlow-based Reinforcement Learning Framework

TensorForce is an open-source library for Reinforcement Learning, built on the top of the TensorFlow…

The Societal Implications of Deep Reinforcement Learning

Machine learning (ML) can handle many complex tasks than just output singular decisions based on…

The Promise Of Maximum Entropy Reinforcement Learning

Last year, Walmart scrapped its ambitious plan to deploy inventory tracking robots. The retail giant…

Explained: MIT Scientists’ New Reinforcement Learning Approach To Tackle Adversarial Attacks

Explained: MIT Scientists’ New Reinforcement Learning Approach To Tackle Adversarial Attacks

Adversarial inputs, also known as machine learning’s optical illusions, are inputs to the model an…

Alchemy

Hands-on Alchemy: A Structured Task Distribution for Meta-Reinforcement Learning

This post is in continuation with our previous article about Alchemy, the very first benchmark…

Model Based Inverse Reinforcement Learning

Guide to MBIRL – Model Based Inverse Reinforcement Learning

Finding a good reward function for optimal policy in reinforcement learning is often challenging, and…

Compiler Gym

Hands-On to CompilerGym: A Reinforcement Learning Toolkit for Compiler Optimizations

CompilerGym is a python toolkit by Facebook. It is a reinforcement learning package for compiler…

Does Deep Reinforcement Learning Really Work For Robotics?

“Beyond the cost of a robot, there are many design choices in choosing how to…