Machine Learning at Netflix
Expo Workshop
Yves Raimond, Sui Huang
Netflix is the world’s leading streaming entertainment service with over 195 million paid memberships in over 190 countries enjoying TV series, documentaries and feature films across a wide variety of genres and languages.
In this workshop we will offer a deep-dive into some recent Machine Learning research at Netflix spanning many different areas, including:
- Personalization: How can we help our members find the content they’d enjoy the most?
- Content: How can we help shape our catalog of movies & TV shows? How can we help best showcase this catalog?
- Systems: How can Machine Learning help optimize our Netflix infrastructure & systems?
We’ll conclude with a live 45 minutes Q&A session including all the speakers.
Chat is not available.
Schedule
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Sun 5:00 a.m. - 5:10 a.m.
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Introduction, Machine Learning at Netflix
(
Talk
)
>
SlidesLive Video |
Yves Raimond 🔗 |
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Sun 5:10 a.m. - 5:45 a.m.
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Recent Trends in Personalization at Netflix
(
Talk
)
>
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Justin Basilico 🔗 |
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Sun 5:45 a.m. - 6:05 a.m.
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Slate Bandit Learning & Evaluation
(
Talk
)
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SlidesLive Video |
Maria Dimakopoulou 🔗 |
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Sun 6:05 a.m. - 6:35 a.m.
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(Linear) Autoencoders for Recommender Systems
(
Talk
)
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SlidesLive Video |
Harald Steck 🔗 |
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Sun 6:35 a.m. - 7:00 a.m.
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Similarity at Netflix
(
Talk
)
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SlidesLive Video |
Selen Uguroglu 🔗 |
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Sun 7:00 a.m. - 7:30 a.m.
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Natural Language Processing at Netflix
(
Talk
)
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SlidesLive Video |
Avneesh Saluja 🔗 |
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Sun 7:30 a.m. - 8:00 a.m.
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Computer Vision at Netflix
(
Talk
)
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SlidesLive Video |
Dong Liu · Cristina Segalin 🔗 |
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Sun 8:00 a.m. - 8:30 a.m.
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Machine Learning for Systems
(
Talk
)
>
SlidesLive Video |
Benoit Rostykus 🔗 |
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Sun 8:30 a.m. - 9:00 a.m.
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Live Q&A
(
Panel + Q&A
)
>
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Yves Raimond · Cristina Segalin · Dong Liu · Selen Uguroglu · Benoit Rostykus · Harald Steck · Avneesh Saluja · Maria Dimakopoulou · Justin Basilico 🔗 |