LINE TECHPULSE 2020 - From Classroom Assignment to Realistic Problem in LINE

From Classroom Assignment to Realistic Problem in LINE by Troy Chiu @ LINE TECHPULSE 2020 https://techpulse.line.me/

Transcript

1. Troy Chiu / Data Dev TECH FRESH From Classroom Assignment to Realistic Problem in LINE
2. Who am I NTU CSIE LINE Data Dev
3. What does a data team do? ML Code Serving Infrastructure Resource Management Model Deployment Model Analysis Model Validation Monitoring Data Collection Data Validation Configuration Feature Engineering
4. What does a data team do? Data scientist Data engineer
5. My Job
6. My Job
7. Gap Between School and Company Assignment In School Project In LINE VS
8. Getting defined problems Trying known methods Given dataset Beating the baseline School Discovering problems Seeking possible methods Looking for features Applying to market LINE Gap Between School and Company VS
9. Different Roles and Teams
10. Life Balance
11. Thank you