LINE 電商部門實習分享

- Speaker: Winnie Chiu
- Event: 台中科大資管系企業參訪

Transcript

2. LINE 實習分享
3. 01 02 03 04 LINE SHOPPING EC Data Team Life at LINE Introduction CONTENT
4. Winnie Chiu LINE TECH FRESH NCCU MIS NTU IM
5. What is LINE SHOPPING ? A mobile ecommerce alliance platform for shopping guide and point reward.
6. EC Data Team Responsibility Search Application Recommender System
7. EC Data Team Responsibility Data Solution Track performance Data collection
8. User Profile • Age* • Area* • Gender* Data we use User Browsing • Last view time • Click • Like • Search • UTM Product Profile • Age* • Gender* • Text • Shop • Category Product Price • Mean • Median • IQR • Price change times Date Time • Festival event • Next EC event • Holiday ＊號標記之參數皆為推估資料，並⾮使⽤者或商品實際資料
9. Roles in EC Data Team Data Engineer Data Scientist ML Engineer
10. Data Roles Source : data captains
11. Machine Learning Project Flow Source : analytics vidhya
12. Tools We Use Computing • PySpark • Pytorch Storage • HDFS • Hive • Redis • OpenSearch Serving • FastAPI • BentoML Scheduler • Airflow • Flyte ML lifecycle • MLflow Infra • K8S • Docker
13. Life at LINE