17. 欄位列表
Feature Name Description Example
gender the gender of login user 1 or 2
cat The article’s category 旅遊
url is a blog url http://kittyfish.pixnet.net/blog/post/345
566174
ariticle_author the blog’s author kittyfish
article_id the blog’s unique id 345566174
hours the time of click event 6
refers http://www.google.com/
country the country that predicted by ip address tw
35. Deployment
Data Process Tool
Data Pipeline Tool
Machine Learning Model
Hadoop Like System - Spark
Scheduling & Pipeline System - AirFlow
Scikit Learning
Online Service Integration & Evaluation
Depends on Your System
36. Online Service Integration & Evaluation
Model Result API
Online Evaluation
Stable and High QPS API Service or Batch Result
Cloud Sourcing、CTR、Others
37. Validation by Google Analytics
● Is God ?
● How to Use ?
UGD say
Male
UGD say
Female
GA Set 1
GA Set 2
GA Say
Male
GA Say
Female
GA Say
Male
GA Say
Female
An non-registration user
Classification Model
Prediction
58. Deployment
Data Process Tool
Data Pipeline Tool
Machine Learning Model
Hadoop Like System - Spark
Scheduling & Pipeline System - AirFlow
Tensorflow
Online Service Integration & Evaluation
Depends on Your System
斷詞系統 - Jieba