Generative Data Intelligence

Tag: deep reinforcement learning

Latest pitch for AI: DeepMind-trained soccer robots

Video Eggheads at Google's DeepMind have developed a deep learning curriculum that can teach robots how to play soccer badly – and it's wonderful...

Efficient variational synthesis of quantum circuits with coherent multi-start optimization

Nikita A. Nemkov, Evgeniy O. Kiktenko, Ilia A. Luchnikov, and Aleksey K. FedorovRussian Quantum Center, Skolkovo, Moscow 143026, RussiaNational University of Science and Technology...

Now You Can Race Sony’s Superhuman AI Driver in Gran Turismo

It’s been impossible to miss the latest collision of AI and mainstream culture.The cycle started in earnest last year with the release of OpenAI’s...

Researchers Create an AI Cyber Defender That Reacts to Attackers

A newly created artificial intelligence (AI) system based on deep reinforcement learning (DRL) can react to attackers in a simulated environment and block 95%...

Scaling distributed training with AWS Trainium and Amazon EKS

Recent developments in deep learning have led to increasingly large models such as GPT-3, BLOOM, and OPT, some of which are already in excess...

Overcoming The Limitations Of Large Language Models

How popular LLMs score along human cognitive skills (source: semantic embedding analysis of ca. 400k AI-related online texts since 2021)Disclaimer: This article was written...

Symmetry enhanced variational quantum spin eigensolver

Chufan Lyu1, Xusheng Xu2, Man-Hong Yung2,3,4, and Abolfazl Bayat11Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu...

The power of continuous learning

During my first 2.5 years at OpenAI, I worked on the Robotics team on a moonshot idea: we wanted to teach a single, human-like...

DeepMind’s Latest AI Trounces Human Players at the Game ‘Stratego’

AI hates uncertainty. Yet to navigate our unpredictable world, it needs to learn to make choices with imperfect information—as we do every single day.DeepMind...

Study suggests AI cruise control could kill traffic jams by cutting out the ‘intuition’ factor

A multi-university research team has discovered the solution to traffic jams plaguing everyone's commutes: AI traffic managers that, rather than driving like impulsive humans,...

Accelerating fusion science through learned plasma control

Successfully controlling the nuclear fusion plasma in a tokamak with deep reinforcement learning.

The Fundamentals of Deep Reinforcement Learning

Reinforcement Learning (RL), a “niche” Machine Learning technique, has surfaced in the last five years. In context-based decision making, Reinforcement Learning helps the machine take action-provoking decision making through a trial-and-error approach to achieve the optimal algorithmic model for a situation. Furthermore, the machine is trained through a reward/penalty-based feedback mechanism, the goal of which […]

The post The Fundamentals of Deep Reinforcement Learning appeared first on DATAVERSITY.

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