Data & Machine Learning at 90 Seconds

BigData.SG & Hadoop.SG meetup - Feb 26, 2019

Transcript

1. DATA AND MACHINE LEARNING AT 90 SECONDS @lenguyenthedat .
 Director - Data Science & Engineering at 90 Seconds
 BigData.SG & Hadoop.SG meetup @ AWS
2. 90 Seconds in 90 seconds 1. INTRODUCTION
3. Cloud Video Creation Platform Backed by Sequoia since 2016 Trusted by the world’s biggest brands
4. 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
5. 2. DATA AT 90 SECONDS
6. THE DATA TEAM AT 90 SECONDS Engineering Data Marketing Finance Product Talent Sales Operation Customer Experience
7. 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
8. THE DATA STACK AT 90 SECONDS
10. 3. CASE STUDY: VIDEO SEARCH ENGINE
11. CASE STUDY: VIDEO SEARCH ENGINE Videos in, Data out! We have produced 30,000 videos till date
12. CASE STUDY: VIDEO SEARCH ENGINE WHAT IF THERE IS A SEARCH ENGINE THAT ALLOWS INTERNAL STAFF TO SEARCH FOR VIDEOS
 BY THEIR ENTITIES?
13. CASE STUDY: VIDEO SEARCH ENGINE
14. CASE STUDY: VIDEO SEARCH ENGINE
15. CASE STUDY: VIDEO SEARCH ENGINE
16. CASE STUDY: VIDEO SEARCH ENGINE
17. CASE STUDY: VIDEO SEARCH ENGINE
18. 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
19. 1. FIND THE RIGHT TALENTS AND TEAM COMPOSITION
20. 2. DATA INFRASTRUCTURE. BUILD IT FIRST!
21. 3. COMMUNICATION & PRIORITIZATION
 BUY-IN AND UPWARDS MANAGEMENT
22. 4. DO NOT OVERCOOK. GO FOR AN MVP AND ITERATE!
23. THANK YOU!