Jul 08, 2022
Designing Arithmetic Circuits with Deep Reinforcement Learning
As Moore’s law slows down, it becomes increasingly important to develop other techniques that improve the performance of a chip at the same technology process...
9 MIN READ
Jul 01, 2022
Building Generally Capable AI Agents with MineDojo
Using video games as a medium for training AI has become a popular method within the AI research community. These autonomous agents have had great success in...
6 MIN READ
Jun 30, 2022
The Full Stack Optimization Powering NVIDIA MLPerf Training v2.0 Performance
MLPerf benchmarks are developed by a consortium of AI leaders across industry, academia, and research labs, with the aim of providing standardized, fair, and...
14 MIN READ
Sep 22, 2021
NVIDIA Research: Transferring Dexterous Manipulation from GPU Simulation to a Remote, Real-World, TriFinger Task
A critical question to ask when designing a machine learning–based solution is, “What’s the resource cost of developing this solution?” There are...
12 MIN READ
Nov 05, 2020
Discovering GPU-friendly Deep Neural Networks with Unified Neural Architecture Search
After the first successes of deep learning, designing neural network architectures with desirable performance criteria for a given task (for example, high...
9 MIN READ
Sep 01, 2020
Enhancing Sample Efficiency in Reinforcement Learning with Nonparametric Methods
Recent developments in artificial intelligence and autonomous learning have shown impressive results in tasks like board games and computer games. However, the...
10 MIN READ
Apr 15, 2020
Powering AutoML-enabled AI Model Training with Clara Train
Deep neural networks (DNNs) have been successfully applied to volume segmentation and other medical imaging tasks. They are capable of achieving...
8 MIN READ
Sep 08, 2016
Deep Learning in a Nutshell: Reinforcement Learning
This post is Part 4 of the Deep Learning in a Nutshell series, in which I’ll dive into reinforcement learning, a type of machine learning in which agents take...
28 MIN READ
Apr 27, 2016
Train Your Reinforcement Learning Agents at the OpenAI Gym
Today OpenAI, a non-profit artificial intelligence research company, launched OpenAI Gym, a toolkit for developing and comparing reinforcement...
9 MIN READ