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Systems Problems in Deep Learning by Dr. Angela Jiang

Title: Systems problems in deep learning Abstract: Advances in deep learning are enabling novel applications like autonomous vehicles and advanced medical imaging. But despite the overwhelming promise of deep learning, ML engineers still struggle with performing basic tasks like distributing training, running hyperparameter searches, and reproducing experiment results. This is likely due to the fact […]

Data Systems for Machine Learning Lecture

We have 3 exciting invited talks from industry in my graduate CSE course titled "Data Systems for Machine Learning" (coursewebpage). The topics span ML deployment platforms, deep learning training platforms, and GPU acceleration for data science workloads. I'd like to open up these talks to the wider CSE and HDSI talks audiences.   The full 3-talk […]

Seminar: Programmatically Building & Managing Training Data with Snorkel by Alex Ratner

For the final Database Seminar of this quarter on Friday (Dec 4) at 3pm PT, we have another exciting external speaker, Alex Ratner. He is going to tell us about programmatic approaches to label data for modern ML/AI applications that reduce the burden of manual hand labeling. Please find the talk details and Zoom details […]

Re-Imagine Education with AI

Talk Contents How to apply AI Tech to Education? Introduction of Riiid Labs & Technology Future of AI-enabled Education $100K Riiid! AIEd Challenge on Kaggle Date/Time January 13 (Wed), 5:00PM-6:00PM Open to all members of HDSI Community Prerequisite: Intellectual curiosity to explore the future of education with AI Get More Info riiid.co ednetchallenge.ai kaggle.com/c/riiid-test-answer-prediction aaai.org/Conferences/AAAI-21 […]

Data Science at Disney

Talk title: "Data Science at Disney"Emily Kubicek, Ph.D.Bio:Hi there My name is Emily Kubicek and I'm a Data Scientist at The Walt Disney Company. I am San Diego born and raised, have two dogs named Nani and Loki, and now live in Los Angeles. I graduated from San José State University with a BA in Communication Sciences […]