Understanding the Dataset Practitioners Behind Large Language Model Development

no code implementations • 21 Feb 2024 • Crystal Qian, Emily Reif, Minsuk Kahng

We find that although data quality is a top priority, there is little consensus around what data quality is and how to evaluate it.

Language Modelling Large Language Model

Automatic Histograms: Leveraging Language Models for Text Dataset Exploration

no code implementations • 21 Feb 2024 • Emily Reif, Crystal Qian, James Wexler, Minsuk Kahng

Making sense of unstructured text datasets is perennially difficult, yet increasingly relevant with Large Language Models.

Controlling Commercial Cooling Systems Using Reinforcement Learning

no code implementations • 11 Nov 2022 • Jerry Luo, Cosmin Paduraru, Octavian Voicu, Yuri Chervonyi, Scott Munns, Jerry Li, Crystal Qian, Praneet Dutta, Jared Quincy Davis, Ningjia Wu, Xingwei Yang, Chu-Ming Chang, Ted Li, Rob Rose, Mingyan Fan, Hootan Nakhost, Tinglin Liu, Brian Kirkman, Frank Altamura, Lee Cline, Patrick Tonker, Joel Gouker, Dave Uden, Warren Buddy Bryan, Jason Law, Deeni Fatiha, Neil Satra, Juliet Rothenberg, Mandeep Waraich, Molly Carlin, Satish Tallapaka, Sims Witherspoon, David Parish, Peter Dolan, Chenyu Zhao, Daniel J. Mankowitz

This paper is a technical overview of DeepMind and Google's recent work on reinforcement learning for controlling commercial cooling systems.

Management reinforcement-learning +1

Semi-analytical Industrial Cooling System Model for Reinforcement Learning

no code implementations • 26 Jul 2022 • Yuri Chervonyi, Praneet Dutta, Piotr Trochim, Octavian Voicu, Cosmin Paduraru, Crystal Qian, Emre Karagozler, Jared Quincy Davis, Richard Chippendale, Gautam Bajaj, Sims Witherspoon, Jerry Luo

We present a hybrid industrial cooling system model that embeds analytical solutions within a multi-physics simulation.

reinforcement-learning Reinforcement Learning (RL)