Experience

字节跳动(Bytedance) - UG-Algorithm Engineer

March 2024 - PRESENT

负责抖音支付的银行卡/月付的营销算法工作。开发uplift模型支持业务在各生命周期、各场景、各抓手的营销需求。
  • 基于多任务学习,动态网络参数,单调uplift模块等技术,搭建老客统一营销模型,支持多绑、在绑、支付/月付流失人群召回等多场景多生命周期的营销工作
  • 离线运筹测算
  • BytePay
  • Uplift modeling/Casual Inference
  • Vouchers/Promotions

阿里国际电商-LAZADA( Alibaba Group -- LAZADA) - UG-Algorithm Engineer

February 2020 - January 2024

负责构建智能营销系统支持LAZADA电商平台在东南亚六国的智能营销,在给定预算约束下最大化营销收益。
  • 全流程算法服务系统搭建
  • 负责Uplift建模支持各个用户生命周期的营销工作,提高新人券、品类券、CLM券等激励抓手的效率
  • 开发、维护线上运筹决策服务
  • 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

腾讯(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。
  • 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
  • 专利: 《基于LPA算法对主播进行反作弊识别》(http://epub.cnipa.gov.cn/patent/CN110196921A)
  • 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