Netflix Research

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Publications

Netflix Research regularly publishes a variety of updates, talks, and other presentations.

Recent Articles

Content & Studio
On Negative Sampling for Audio-Visual Contrastive Learning from Movies

On Negative Sampling for Audio-Visual Contrastive Le...

Apr 29th, 2022

Publication

The abundance and ease of utilizing sound, along with the fact that auditory clues reveal a plethora of inf...

Personalization & Search
Evolution of ML Fact Store

Evolution of ML Fact Store

Apr 26th, 2022

Article

At Netflix, we aim to provide recommendations that match our members’ interests. To achieve this, we rely o...

Machine Learning
 Deep Learning for Recommender Systems: A Netflix Case Study

Deep Learning for Recommender Systems: A Netflix Ca...

Feb 4th, 2022

Publication

Deep learning has profoundly impacted many areas of machine learning. However, it took a while for its impa...

Machine Learning
Beyond Customer Lifetime Valuation: Measuring the Value of Acquisition and Retention for Subscription Services

Beyond Customer Lifetime Valuation: Measuring the Va...

Feb 2nd, 2022

Publication

Understanding the value of acquiring or retaining subscribers is crucial for subscription-based businesses....

Experimentation & Causal Inference
Building confidence in a decision

Building confidence in a decision

Jan 11th, 2022

Article

This is the fifth post in a multi-part series on how Netflix uses A/B tests to inform decisions and continu...

Experimentation & Causal Inference
Experimentation is a major focus of Data Science across Netflix

Experimentation is a major focus of Data Science acr...

Jan 11th, 2022

Article

Here we describe the role of Experimentation and A/B testing within the larger Data Science and Engineering...

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