Data & Machine Learning at 90 Seconds

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

9. None

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!