Machine Learning at Netflix
Expo Workshop
Yves Raimond, Sui Huang
Netflix is the world鈥檚 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鈥檇 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鈥檒l 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 馃敆 |
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Sun 5:10 a.m. - 5:45 a.m.
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Recent Trends in Personalization at Netflix
(
Talk
)
>
|
Justin Basilico 馃敆 |
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Sun 5:45 a.m. - 6:05 a.m.
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Slate Bandit Learning & Evaluation
(
Talk
)
>
SlidesLive Video |
Maria Dimakopoulou 馃敆 |
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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 馃敆 |
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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 馃敆 |
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Sun 7:00 a.m. - 7:30 a.m.
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Natural Language Processing at Netflix
(
Talk
)
>
SlidesLive Video |
Avneesh Saluja 馃敆 |
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Sun 7:30 a.m. - 8:00 a.m.
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Computer Vision at Netflix
(
Talk
)
>
SlidesLive Video |
Dong Liu 路 Cristina Segalin 馃敆 |
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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 馃敆 |
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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 路 Cristina Segalin 路 Dong Liu 路 Selen Uguroglu 路 Benoit Rostykus 路 Harald Steck 路 Avneesh Saluja 路 Maria Dimakopoulou 路 Justin Basilico 馃敆 |