Personal Information
Organization / Workplace
San Francisco Bay Area United States
Occupation
Research/Engineering Director at Netflix - Machine Learning and Recommendation Systems
Industry
Technology / Software / Internet
Website
www.netflix.com
About
Leading machine learning researchers and engineers to solve hard, important problems. Balancing research, software engineering, management, and vision. Doing end-to-end machine learning: creating new ideas, designing algorithms running experiments, analyzing the data, deploying in real applications, and building next-generation machine learning infrastructure to make it seamless. Currently focused on innovating the Netflix homepage through better recommendations and personalization to increase our members joy.
Specialties: Machine Learning, Personalization, Recommender Systems, Deep Learning, Collaborative Filtering, Information Retrieval, Text Analysis, Artificial Intelligence
Tags
machine learning
netflix
personalization
recommender systems
recommendations
large scale
collaborative filtering
distributed systems
software engineering
contextual bandits
page generation
causality
artwork personalization
online learning
metrics
reinforcement learning
deep learning
user experience
experience personalization
fairness
ranking
off policy evaluation
multi-task learning
multi armed bandits
design patterns
spark
global recommendations
future
time
failure injection
reliability
See more
Presentations
(16)Personal Information
Organization / Workplace
San Francisco Bay Area United States
Occupation
Research/Engineering Director at Netflix - Machine Learning and Recommendation Systems
Industry
Technology / Software / Internet
Website
www.netflix.com
About
Leading machine learning researchers and engineers to solve hard, important problems. Balancing research, software engineering, management, and vision. Doing end-to-end machine learning: creating new ideas, designing algorithms running experiments, analyzing the data, deploying in real applications, and building next-generation machine learning infrastructure to make it seamless. Currently focused on innovating the Netflix homepage through better recommendations and personalization to increase our members joy.
Specialties: Machine Learning, Personalization, Recommender Systems, Deep Learning, Collaborative Filtering, Information Retrieval, Text Analysis, Artificial Intelligence
Tags
machine learning
netflix
personalization
recommender systems
recommendations
large scale
collaborative filtering
distributed systems
software engineering
contextual bandits
page generation
causality
artwork personalization
online learning
metrics
reinforcement learning
deep learning
user experience
experience personalization
fairness
ranking
off policy evaluation
multi-task learning
multi armed bandits
design patterns
spark
global recommendations
future
time
failure injection
reliability
See more