ALEX RATNER, PhD - Operationalizing Organizational Knowledge with Data-Centric AI

Learn the latest advancements in Responsible AI – all from the comfort of your home office: https://odsc.com/europe/machine-learn...

Alex Ratner, Co-founder and CEO of Snorkel AI, and Assistant Professor of Computer Science at the University of Washington, shares his expertise on operationalizing knowledge for data-centric AI. With a Ph.D. from Stanford, Alex is an expert in applying data management and statistical learning techniques to machine learning workflows. He’ll discuss the challenges of managing training data for real-world applications and will share insights on how his team at Snorkel AI is leveraging data-centric AI to solve these challenges. With experience in NLP, data engineering, and data visualization, he is a valuable resource for anyone interested in a career in data science, machine learning training, GitHub, or reinforcement learning.

New sessions & tracks have been added to bring you the best experience - https://odsc.com/boston/machine-learn...

Key Topics:
0:00 - Introduction & Outline
1:01 - Data-Centric AI: A Brief Motivation
5:46 - Data-Centric AI: Putting data at the center of the Ai development workflow AI
14:53 - What’s the bigger idea here?
24:10 - Brief recap: Foundational Models
27:17 - A Data-Centric Foundation Model Approach
32:24 - Q&A

Related Blogs:
Improving ML Datasets with Cleanlab, a Standard Framework for Data-Centric AI: https://opendatascience.com/improving...
How Data-Centric AI Can Save Us From Another AI Winter: https://opendatascience.com/a-recap-o...
Open-Source Assessment is Critical for the Future of Responsible AI: https://opendatascience.com/open-sour...
6 Characteristics of Companies That are Successfully Building AI: https://opendatascience.com/6-charact...
15 Open Source Responsible AI Toolkits and Projects to Use Today: https://opendatascience.com/15-open-s...
What’s the Main Priority for Data Labeling in Modern ML, Quality or Scale: Experts Weigh In: https://opendatascience.com/whats-the...

Follow ODSC on:
LinkedIn:   / open-data-science  
Twitter:   / odsc  
Facebook:   / opendatasci