Experience

Alibaba Group -- LAZADA - Algorithm Engineer

February 2020 - PRESENT

负责构建智能营销系统支持 Lazada 电商平台优惠券发放,在给定预算下最大化增量收益。 -[EN] Building an intelligent marketing algorithm system for Lazada
  • 算法服务系统搭建
  • 负责Uplift建模、用户定价工作,提高新人券、品类券、CLM券发放效率
  • 负责量价模型,支持平台“全托管” 落地
  • KDD‘22 paper| DESCN: Deep Entire Space Cross Networks for Individual Treatment Effect | https://arxiv.org/abs/2207.09920
  • LAZADA
  • E-Commerce
  • Uplift modeling/Casual Inference
  • Vouchers/Promotions

Tencent - Algorithm Engineer

January 2017 - February 2020

负责腾讯直播APP-NOW直播的内容推荐、反作弊、短视频推荐、内容理解挖掘. -[EN]Be responsible for building a recommendation system for NOW, a live streaming app.
  • 推荐系统|recommendation system
  • 利用LPA(标签传播算法)构建反作弊,支持业务红包营销活动的健康度
  • 利用公屏聊天记录,提取主播词汇标签、表征
  • 直播APP原生短视频推荐
  • 全民有奖答题
  • 音频内容识别
  • QQ
  • Recommendation system
  • Label Propagation

Manto - Algorithm Engineer

July 2015 - January 2017

负责构建DSP广告系统,构建点击率模型实时出价,为广告主采购广告提高效率。-[EN] Be responsible for building a DSP system and DMP system for AD.
  • 点击率预估模型
  • PID control
  • DSP
  • CTR

Skills

Note: I think these sections are silly, but everyone seems to have one. Here is a *mostly* honest overview of my skills.

Python
5 / 5
Hive
5 / 5
SQL
5 / 5
Numpy
5 / 5
Pandas
5 / 5
Scikit-Learn
5 / 5
Causal Inference/Uplift Modeling
5 / 5
Java
4 / 5
PyTorch
4 / 5
Tensorflow
4 / 5
Git
3 / 5
Data Mining
3 / 5
HTML + SASS/SCSS/CSS
3 / 5
Mysql
3 / 5
Redis
3 / 5
Data Visualization
3 / 5
Jupyter
3 / 5
Matplotlib
3 / 5
Bash
2 / 5
GraphQL
2 / 5
Spark
2 / 5
Storm
2 / 5

Education