Machine Learning

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Happy holidays from the Unity ML-Agents team!

+1 December 28, 20202

On behalf of the Unity ML-Agents team, we want to wish everyone and their loved ones a happy holiday and new year!  As we close out 2020, we wanted to take a moment to highlight a few of our favorite community projects in 2020, recap our progress since our v1.0 release (Release 1... Read more

On behalf of the Unity ML-Agents team, we want to wish everyone and their loved ones a happy holiday and new year!  As we close out 2020, we wanted to take a moment to highlight a few of our favorite community projects in 2020, recap our progress since our v1.0 release (Release 1... Read more

Automate your playtesting: Create Virtual Players for Game Simulation

December 11, 20201

It’s easy to automate playtesting by creating a Virtual Player (a game-playing agent), then using Game Simulation to run automated playtests at scale. Read on to discover... Read more

Real-time style transfer in Unity using deep neural networks

+2 November 25, 20209

Deep Learning is now powering numerous AI technologies in daily life, and convolutional neural networks (CNNs) can apply complex treatments to images at high speeds. At U... Read more

How Eidos-Montréal created Grid Sensors to improve observations for training agents

+2 November 20, 20202

Within Eidos Labs, several projects use machine learning. The Automated Game Testing project tackles the problem of testing the functionality of expansive AAA games by mo... Read more

Robotics simulation in Unity is as easy as 1, 2, 3!

+4 November 19, 20207

Robot development workflows rely on simulation for testing and training, and we want to show you how roboticists can use Unity for robotics ... Read more

How Metric Validation can help you finetune your game

November 13, 20205

Over the past year, Unity Game Simulation has enabled developers to balance their games during development by running multiple playthroughs ... Read more

2020 AI@Unity interns shoutout

+6 November 11, 2020

Each summer, interns join AI@Unity to develop highly impactful technology that forwards our mission to empower Unity developers with Artific... Read more

Training a performant object detection ML model on synthetic data using Unity Perception tools

+11 September 17, 20204

Supervised machine learning (ML) has revolutionized artificial intelligence and has led to the creation of numerous innovative products. How... Read more

The power of Unity in AI

+1 July 24, 2020

Since 2018, Cross Compass has integrated Unity into the pipeline of several of its consulting services for the manufacturing field to train ... Read more

Scaling Kubernetes Jobs for Unity Simulation

+4 June 17, 20202

Unity Simulation enables product developers, researchers, and engineers to smoothly and efficiently run thousands of instances of parameteri... Read more

Use Unity’s perception tools to generate and analyze synthetic data at scale to train your ML models

+4 June 10, 20204

Synthetic data alleviates the challenge of acquiring labeled data needed to train machine learning models. In this post, the second in our b... Read more

Announcing ML-Agents Unity Package v1.0!

+4 May 12, 202013

On September 17, 2017, the first version of Unity Machine Learning Agents Toolkit (ML-Agents) was released. The mission was simple – allow g... Read more

Exploring new ways to simulate the coronavirus spread

+5 May 8, 20204

Computer simulation has been used for decades by researchers, engineers, problem solvers, and policy makers in many fields, including the st... Read more