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Data & Machine Learning at 90 Seconds
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Dat Le
February 26, 2019
Technology
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Data & Machine Learning at 90 Seconds
BigData.SG & Hadoop.SG meetup - Feb 26, 2019
Dat Le
February 26, 2019
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Transcript
DATA AND MACHINE LEARNING AT 90 SECONDS @lenguyenthedat . Director
- Data Science & Engineering at 90 Seconds BigData.SG & Hadoop.SG meetup @ AWS
90 Seconds in 90 seconds 1. INTRODUCTION
Cloud Video Creation Platform Backed by Sequoia since 2016 Trusted
by the world’s biggest brands
90 Seconds is a team of over 180 people from
18 nationalities across 7 global bases, including Singapore, Auckland, Sydney, Tokyo, London, Berlin and San Francisco. Where we are located
2. DATA AT 90 SECONDS
THE DATA TEAM AT 90 SECONDS Engineering Data Marketing Finance
Product Talent Sales Operation Customer Experience
THE DATA TEAM AT 90 SECONDS Data Engineer Data Analyst
Machine Learning Engineer DATA WAREHOUSE DATA PIPELINES INFRASTRUCTURE INTEGRATIONS MACHINE LEARNING, DATA PIPELINES INTEGRATIONS BUSINESS INTELLIGENCE, DATA PIPELINES, VISUALIZATION, INSIGHTS
THE DATA STACK AT 90 SECONDS
None
3. CASE STUDY: VIDEO SEARCH ENGINE
CASE STUDY: VIDEO SEARCH ENGINE Videos in, Data out! We
have produced 30,000 videos till date
CASE STUDY: VIDEO SEARCH ENGINE WHAT IF THERE IS A
SEARCH ENGINE THAT ALLOWS INTERNAL STAFF TO SEARCH FOR VIDEOS BY THEIR ENTITIES?
CASE STUDY: VIDEO SEARCH ENGINE
CASE STUDY: VIDEO SEARCH ENGINE
CASE STUDY: VIDEO SEARCH ENGINE
CASE STUDY: VIDEO SEARCH ENGINE
CASE STUDY: VIDEO SEARCH ENGINE
4. FOOD FOR THOUGHT: HOW LONG DID IT TAKE
FOR YOUR MACHINE LEARNING MODEL TO GO LIVE ON PRODUCTION? one of the most important metric of a successful data team
1. FIND THE RIGHT TALENTS AND TEAM COMPOSITION
2. DATA INFRASTRUCTURE. BUILD IT FIRST!
3. COMMUNICATION & PRIORITIZATION BUY-IN AND UPWARDS MANAGEMENT
4. DO NOT OVERCOOK. GO FOR AN MVP AND ITERATE!
THANK YOU!