Archives for reinforcement learning environment

05 Jan

Can RL Agents Behave More Human-Like Without Relying On Task Rewards?

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image-19005

Recently, a team of researchers from Google Brain, Vector Institute and the University of Toronto showed that the entropy, information gain, and empowerment of reinforcement learning agents correlate strongly with a human behaviour similarity metric.  In the past few years, reinforcement learning has made several achievements in solving complex problems. From playing complex mind games…

The post Can RL Agents Behave More Human-Like Without Relying On Task Rewards? appeared first on Analytics India Magazine.

11 Dec

Microsoft Is Going Big On Reinforcement Learning. Here’s How

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image-18412

When it comes to research in new-age technologies, Microsoft has been striving hard to stay ahead of its competitors. From recommendations to gaming, the tech giant has been using popular techniques like reinforcement learning to create efficient products for customers that match their interests.  The foundational work in reinforcement learning (RL) started back in 1992,…

The post Microsoft Is Going Big On Reinforcement Learning. Here’s How appeared first on Analytics India Magazine.

21 Oct

Top 10 Frameworks For Reinforcement Learning An ML Enthusiast Must Know

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image-16958

One of the popular machine learning techniques, reinforcement learning has been used by various organisations and academia to handle large and complex problems. The technique has been thoroughly used by the researchers to gain efficient automation in machines and systems. Below here, we listed down the top ten frameworks for reinforcement learning, in alphabetical order,…

The post Top 10 Frameworks For Reinforcement Learning An ML Enthusiast Must Know appeared first on Analytics India Magazine.

09 May

Reinforcement Learning With Augmented Data Is So Superior It Beats Google & DeepMind Hands-down

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image-12641

From teaching a robot to drive itself off-road to adapting to never-before-seen tasks and grasping occluded objects, University of California, Berkeley, has been investing and doing a number of researches around self-learning techniques.  Recently, researchers at UC Berkeley open-sourced reinforcement learning with Augmented Data (RAD). It is a simple plug-and-play module that can be used…

The post Reinforcement Learning With Augmented Data Is So Superior It Beats Google & DeepMind Hands-down appeared first on Analytics India Magazine.