Understanding when Dynamics-Invariant Data Augmentations Benefit Model-Free Reinforcement Learning Updates
[Submitted on 26 Oct 2023 (v1), last revised 16 Mar 2024 (this version, v2)] View a PDF of the paper titled Understanding when Dynamics-Invariant Data Augmentations Benefit Model-Free Reinforcement Learning Updates, by Nicholas E. Corrado and 1 other authors View PDF HTML (experimental) Abstract:Recently, data augmentation (DA) has emerged as a method for leveraging domain […]
AI learns how vision and sound are connected, without human intervention
Humans naturally learn by making connections between sight and sound. For instance, we can watch someone playing the cello and recognize that the cellist’s movements are generating the music we hear. A new approach developed by researchers from MIT and elsewhere improves an AI model’s ability to learn in this same fashion. This could be […]
Weights and Bias in Neural Networks
Machine learning, with its ever-expanding applications in various domains, has revolutionized the way we approach complex problems and make data-driven decisions. At the heart of this transformative technology lies neural networks, computational models inspired by the human brain’s architecture. Neural networks have the remarkable ability to learn from data and uncover intricate patterns, making them […]
The 2024 AIML Residency Program Application is Now Open
Update – As of January 2024, applications for the 2024 Residency Program are closed. The Apple AIML Residency is a one-year program for graduates with advanced degrees, designed to spur interdisciplinary collaboration and apply it to ML-based solutions to solve new complex problems. The program supports experts in various science, technology, engineering, and mathematics (STEM) […]
What’s New at AWS – Cloud Innovation & News
AWS is constantly adding new capabilities so you can leverage the latest technologies to experiment and innovate more quickly. What’s New posts show how we are doing just that, providing a brief overview of all AWS service, feature, and region expansion announcements as they are released. Browse the page below to learn about our latest […]
Data Mining for Business Analytics: Concepts, Techniques and Applications in Python
Data Mining for Business Analytics: Concepts, Techniques, and Applications in Python presents an applied approach to data mining concepts and methods, using Python software for illustration Readers will learn how to implement a variety of popular data mining algorithms in Python (a free and open-source software) to tackle business problems and opportunities. This is the […]
iRobot is giving its vacuum cleaners a new AI-powered brain
iRobot is announcing what it’s calling the biggest software upgrade to its robot vacuum cleaners since the company’s inception 30 years ago: a new AI-powered platform known as iRobot Genius Home Intelligence. Or, as iRobot CEO Colin Angle describes it: “It’s a lobotomy and replacement of the intelligence systems in all of our robots.” The […]
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New AI tool generates realistic satellite images of future flooding
Visualizing the potential impacts of a hurricane on people’s homes before it hits can help residents prepare and decide whether to evacuate. MIT scientists have developed a method that generates satellite imagery from the future to depict how a region would look after a potential flooding event. The method combines a generative artificial intelligence model […]
ACM Human-Computer Interaction Conference (CHI) 2025
Apple is presenting new research at the ACM annual conference on Human-Computer Interaction (CHI), which takes place in person in Yokohama, Japan, from April 26 to May 1. We are proud to again sponsor the conference, which brings together the scientific and industrial research communities focused on interactive technology. Below is an overview of Apple’s […]