DrivenData Labs

MAY 24, 2023

The Challenge ¶ Motivation ¶ Coordinating our nation's airways is the role of the National Airspace System (NAS). The NAS is arguably the most complex transportation system in the world. Their results will help demonstrate how we might make the most of all of the private data streams to keep flights on track.

Machine Learning 225

Machine Learning Machine Learning Decision Trees Data Science 225

DrivenData Labs

MARCH 30, 2023

Techniques used include homomorphic encryption and/or secure multiparty computation (SMPC) protocols such as secure aggregation and private set intersection. For Track B's pandemic forecasting task, teams had to model a complex dynamical system representing a disease outbreak in a simulated population of Virginia. He received his Ph.D.

Machine Learning 162

Machine Learning Machine Learning Data Science Algorithm 162

Google Research AI blog

MARCH 2, 2023

This allows the training of models on locally available signals without exposing raw data to servers, increasing user privacy. The Smart Text Selection models trained with this system have reduced memorization by more than two-fold, as measured by standard empirical testing methods.

ML 119

ML ML Machine Learning Machine Learning 119

AWS Machine Learning Blog

FEBRUARY 23, 2023

Over the last 10 years, a number of players have developed autonomous vehicle (AV) systems using deep neural networks (DNNs). These systems have evolved from simple rule-based systems to Advanced Driver Assistance Systems (ADAS) and fully autonomous vehicles.

AWS 88

AWS ML ML Machine Learning 88

Google Research AI blog

APRIL 30, 2023

Morcos , Dhruv Batra Offline Q-Learning on Diverse Multi-task Data Both Scales and Generalizes (see blog post ) Aviral Kumar , Rishabh Agarwal , Xingyang Geng , George Tucker , Sergey Levine ReAct: Synergizing Reasoning and Acting in Language Models (see blog post ) Shunyu Yao *, Jeffrey Zhao , Dian Yu , Nan Du , Izhak Shafran , Karthik R.

Supervised Learning 105

Supervised Learning Machine Learning Machine Learning Deep Learning 105

Defined.ai blog

SEPTEMBER 7, 2023

dollars by 2030, signaling a compound annual growth rate of 37 percent from 2022 onwards. Healthcare datasets serve as the foundational blocks on which various AI solutions, such as diagnostic tools, treatment prediction algorithms, patient monitoring systems, and personalized medicine models, are built.

AI 52

AI AI Artificial Intelligence Artificial Intelligence 52

AWS Machine Learning Blog

MAY 14, 2024

In this post, we introduce a solution for integrating a “near-real-time human workflow” where humans are prompted by the generative AI system to take action when a situation or issue arises. This blog post uses RLHF as an offline human-in-the-loop approach and the near-real-time human intervention as an online approach.

AWS 87

AWS AI AI Machine Learning 87