ALEX RATNER, PhD - Operationalizing Organizational Knowledge with Data-Centric AI скачать в хорошем качестве

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