Data Science at Netflix - Principles for Speed & Scale [Rev 2019 keynote]

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Data science powers Netflix. It informs our decisions and challenges our assumptions. It fuels experimentation and innovation at an unprecedented scale. It helps us discover fantastic content and deliver personalized experiences for millions of people around the world. In short, data science has become critical to Netflix, touching nearly every aspect of the business today. In this talk, Michelle Ufford will discuss the philosophies and innovations that have helped Netflix scale its data science practice. She’ll walk through what the process looks like today and how Netflix is tackling some of the biggest challenges facing data scientists. Through it all, she’ll share core principles that have contributed to their success, which you can put to immediate use at your own company.

Daten & Analysen

DATA SCIENCE AT NETFLIX
Principles for
Speed & Scale
MICHELLE UFFORD
REV 2019

15%
of the
total downstream traffic
across the entire
INTERNET

billboard
row categories,
row order
titles,
title ordering

Systems &
Tooling.
Components of Scalability.

Simplicity
and / or
Flexibility.
Components of Scalability.

Accessibility.
Components of Scalability.

Specialization.
Components of Scalability.

data
scientists
data
engineers
data viz
engineers
quantitative
analysts
product
managers
research
scientists
analytics
engineers
executivessoftware
engineers
algorithm
engineers
Data Products
Data Insights
business
analysts
technical
pgm mgr
INSIGHTS
DATA
ML
scientists
Business
&
Product

Product Content Studio
Finance Marketing Personalization

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[2]
SETTINGS
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[3] RUN AUDITS
[4] PUBLISH
INPUT PARAMS
ERROR MSG & LOGS
EVALUATION RESULTS
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service

Netflix Culture:
Freedom & Responsibility

Thank you!
techblog.netflix.com
research.netflix.com
jobs.netflix.com/culture
@NetflixData
linkedin.com/in/mufford @MichelleUfford

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