Dataset Management: Using the Right Tools for the Job

At the University of California Berkeley for both his undergraduate degrees and now his Ph.D., Mostafa joined BAIR in 2016. In 2018, he joined the founding team at Covariant. He has worked in academia as well at the industry level in meta-learning, generative models, deep unsupervised/reinforcement learning, and computer vision. He has published at top-tier conferences such as ICLR and ICML, and is part of the core team that built the AI stack at Covariant from the ground up.

Eisenstein graduated from MIT in 2016, with a focus on optimized machine vision. She is the CTO of Pickle Robot and runs the engineering team. Prior to Pickle, she worked at LeafLabs developing neurotechnologies for FAANG companies and NIH.

Louis Tremblay is an Engineering Leader at Resideo, where he works on creating ML solutions to make homes safer and greener. He gets most excited by working across technology stacks, from hardware to software, to solve challenging problems. He previously worked at FLIR, where he led an ML/CV/Innovation team that used thermal imagery to create multiple camera products that addressed problems ranging from driver-assistance systems, fever detectors, maritime navigation, traffic control, etc. He currently is also wondering how to fit a dog into his life.

Jack Guo is the Head of Autonomy Platform at Nuro, a robotics company that aims to better everyday life through robotics with its first application in autonomous goods delivery. Autonomy Platform consists of simulation, evaluation, data platform, data science, ML infra, ground truth eng teams and data labeling operation team, and its mission is to build tools, infra and services that accelerate the development of autonomy. Before joining Nuro, Jack was managing the machine learning infrastructure team at Twitter, powering key ML applications like ads prediction and feeds ranking. Jack earned Bachelor degree from Tsinghua University and Masters in Electrical Engineering from Stanford University.

Russell Kaplan leads Scale Nucleus, the data management platform for machine learning teams. He was previously founder and CEO of Helia AI, a computer vision startup for real-time video understanding, which Scale acquired in 2020. Before that, Russell was a senior machine learning scientist on Tesla's Autopilot team, and he received his M.S. and B.S. from Stanford University, where he was a researcher in the Stanford Vision Lab advised by Fei-Fei Li.