DS DS DE DA MLE EDA Model build Hyper- parameter tuning Evaluation Feature Engineering Error analysis Data preparation Scaling Performance Model decay Data drift ?
DS DS DE DA MLE EDA Model build Hyper- parameter tuning Evaluation Feature Engineering Error analysis Data preparation Scaling Performance Model decay Data drift ? Biz problem ML problem Key metrics How to use 色情貼文辨識 檢舉率 / 曝光量 定期偵測排除 Method 影像辨識 / 社群網絡 找出色情貼文
DS DS DE DA MLE EDA Model build Hyper- parameter tuning Evaluation Feature Engineering Error analysis Data preparation Scaling Performance Model decay Data drift 批量預測 或 即時預測 ?
DS DS DE DA MLE EDA Model build Hyper- parameter tuning Evaluation Feature Engineering Error analysis Data preparation Scaling Performance Model decay Data drift ?
MUSIC LINE Sticker LINE VOOM LINE Reward Fact Checker LINE HELP TW LINE Travel NLP Knowledg e Graph Uplift Modeling NER Classifier Duplication Detector Auto completion Keyword Extraction Related Search Text Generation User Tagging Data Analytics Recom- mendation CLV LINE TODAY 而Data Dev Team,就是在思考如何跨服務強化數據賦能