Speaker

DB Tsai, Senior Research Engineer at Netflix

DB Tsai

Senior Research Engineer, Netflix

DB Tsai is an Apache Spark committer and a Senior Research Engineer working on Personalized Recommendation Algorithms at Netflix. He implemented several algorithms including Linear Regression and Binary/Multinomial Logistic Regression with Elastici-Net (L1/L2) regularization using LBFGS/OWL-QN optimizers in Apache Spark. Prior to joining Netflix, DB was a Lead Machine Learning Engineer at Alpine Data Labs, where he led a team to develop innovative large-scale distributed learning algorithms, and then contributed back to open source Apache Spark project. DB was a Ph.D. candidate in Applied Physics at Stanford University. He holds a Master’s degree in Electrical Engineering from Stanford University.

Sessions

BoF-How to bring the pipeline built in Notebook / Apache Spark to production, and machine learning deployment cycles

Notebook is a widely used tools for data scientists to analyze the data to find insight and build learning models. However, there is a gap bringing the notebook into production pipeline. How do we streamline…

Performance Optimization of Recommendation Training Pipeline at Netflix

Netflix is the world’s largest streaming service, with over 80 million members worldwide. Machine learning algorithms are used to recommend relevant titles to users based on their tastes. At Netflix, we use Apache Spark to… Read more