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Avatar of 林湋翔(James Lin).
Offline
Avatar of 林湋翔(James Lin).
Offline
林湋翔(James Lin)
data analytics @永慶房屋仲介股份有限公司
・
2020 ~ Present
ML / Data Engineer
Within six months
林湋翔(James Lin) Data Engineer/ Data Analyst Data Engineer/ Data Analyst Recommendation System Data analysis ETL with python Data pipeline with Prefect Data monitoring with Grafana New Taipei City, Taiwan 技能： 1. Programing language(Framework) - Python, Pandas, pytorch, pyspark, - Fastapi, MLFlow 2. DB - MSSQL, Postgresql, Redis, 3. Other - Docker, Grafana, Prefect, Prometheus, RabbitMQ 工作經歷 data analytics • 永慶房屋仲介股份有限公司 五月Present ＊推薦系統建置： 建置兩階段推薦系統架構，第
Python
SQL
Git
Employed
Taiwan
Full-time / Interested in working remotely
4-6 years
淡江大學 Tamkang University
・
數理統計
50+
Avatar of 謝明蕙.
Avatar of 謝明蕙.
謝明蕙
製程工程師 @明基材料股份有限公司
・
2022 ~ Present
軟體工程師
More than one year
謝明蕙 Hsieh Ming-Hui 我待人真誠、善解人意，對人有同理心，我勇於接受挑戰與挫折，能把每次的經驗，都當作下次前進的養分。 在興趣專長方面，我喜歡思考、提出問題、探究事物的規律，擅長數字運算和邏輯思考推理，我在團隊合作時能找出矛盾和不合理
Python
MSSQL
Git
Employed
Interested in working remotely
4-6 years
淡江大學 Tamkang University
・
電機與工程學系

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Avatar of 林湋翔(James Lin).
林湋翔(James Lin)
data analytics
Logo of 永慶房屋仲介股份有限公司.
永慶房屋仲介股份有限公司
・
2020 ~ Present
New Taipei City, 台灣
台灣
Professional Background
Current status
Employed
Job Search Progress
Professions
Machine Learning Engineer, Data Engineer
Fields of Employment
Residential Real Estate
Work experience
4-6 years
Management
I've had experience in managing 5-10 people
Skills
Python
SQL
Git
Docker
Recommender Systems
PySpark
Data pipline
GCP
Languages
English
・
Intermediate
Job search preferences
Positions
ML / Data Engineer
Job types
Full-time
Locations
Remote
Interested in working remotely
Freelance
No
Educations
School
淡江大學 Tamkang University
Major
數理統計
Print

林湋翔(James Lin)

Data Engineer/ Data Analyst

  • Data Engineer/ Data Analyst
    • Recommendation System
    • Data analysis
    • ETL with python
    • Data pipeline with Prefect 
    • Data monitoring with Grafana

  New Taipei City, Taiwan   

技能：

1. Programing language(Framework)

  - Python, Pandas, pytorch, pyspark, 

  - Fastapi, MLFlow

2. DB

  - MSSQL, Postgresql, Redis,

3. Other

  - Docker, Grafana, Prefect, Prometheus, RabbitMQ


工作經歷

data analytics  •  永慶房屋仲介股份有限公司

五月 2020 - Present
＊推薦系統建置：

  • 建置兩階段推薦系統架構，第一階段主要是召回，從物件池快速為使用者篩選相關產品；第二階段為排序，為召回項目排序找出使用者有可能感興趣的排名(DSSM, Item2Vec, DeepFFM...等，成效提升約20%)

  • 建立模型Restful API，提供前端呼叫(FastAPI，百萬流量/day)

  • 透過Grafana及Prometheus建立DashBoard，監控API健康、服務響應速度及各項模型指標監控，並做異常示警

  • 透過API接收到資料建立batch data processing，提供推薦係同能夠獲得較新資訊(Redis, RabbitMQ, PostgreSQL, MSSQL)

  • 運用Prefect、MLFlow建立Data Pipeline排程管控，例如：每日重新訓練模型、batch data pipeline更新、其他排程

  • 使用Docker部署各項服務環境

＊資料分析：

  • 協助網站營運單位規劃資料收集以及各項網站服務分析(GA4、其他工具，數據處理量千萬以上)

  • 透過網站瀏覽行為協助網路行銷單位，針對不同廣告管道行銷不同受眾

  • 客戶線上瀏覽結合線下行為，來協助業務單位優化客戶營運管理，並持續提供客戶insight給前線，讓其能隨時調整策略

  • 參與生成式AI照片裝潢優化專案

＊其他：

  • Selenium爬蟲，測試網站資料收集是否正確

微積分助教  •  淡江大學 Tamkang University 九月 2017 - 二月 2019

業務人員  •  英碩系統科技股份有限公司 2015 - 2016

採購專員  •  金瑞特企業有限公司 2012 - 2015

學歷

2017 - 2020

淡江大學 Tamkang University, M.S., Applied Mathematics Department, 2017 /09~2020/01

淡江大學 Tamkang University, B.S., Applied Mathematics Department, 2007/09~2011/07

證書

  • Coursera: 
    • Deep learning Specialization
    • AI for everyone 
  • Udemy 
    • Git: Git/GitHub/GitLab完全教程2020 课程免费更新
    • Docker 
Resume
Profile
Print

林湋翔(James Lin)

Data Engineer/ Data Analyst

  • Data Engineer/ Data Analyst
    • Recommendation System
    • Data analysis
    • ETL with python
    • Data pipeline with Prefect 
    • Data monitoring with Grafana

  New Taipei City, Taiwan   

技能：

1. Programing language(Framework)

  - Python, Pandas, pytorch, pyspark, 

  - Fastapi, MLFlow

2. DB

  - MSSQL, Postgresql, Redis,

3. Other

  - Docker, Grafana, Prefect, Prometheus, RabbitMQ


工作經歷

data analytics  •  永慶房屋仲介股份有限公司

五月 2020 - Present
＊推薦系統建置：

  • 建置兩階段推薦系統架構，第一階段主要是召回，從物件池快速為使用者篩選相關產品；第二階段為排序，為召回項目排序找出使用者有可能感興趣的排名(DSSM, Item2Vec, DeepFFM...等，成效提升約20%)

  • 建立模型Restful API，提供前端呼叫(FastAPI，百萬流量/day)

  • 透過Grafana及Prometheus建立DashBoard，監控API健康、服務響應速度及各項模型指標監控，並做異常示警

  • 透過API接收到資料建立batch data processing，提供推薦係同能夠獲得較新資訊(Redis, RabbitMQ, PostgreSQL, MSSQL)

  • 運用Prefect、MLFlow建立Data Pipeline排程管控，例如：每日重新訓練模型、batch data pipeline更新、其他排程

  • 使用Docker部署各項服務環境

＊資料分析：

  • 協助網站營運單位規劃資料收集以及各項網站服務分析(GA4、其他工具，數據處理量千萬以上)

  • 透過網站瀏覽行為協助網路行銷單位，針對不同廣告管道行銷不同受眾

  • 客戶線上瀏覽結合線下行為，來協助業務單位優化客戶營運管理，並持續提供客戶insight給前線，讓其能隨時調整策略

  • 參與生成式AI照片裝潢優化專案

＊其他：

  • Selenium爬蟲，測試網站資料收集是否正確

微積分助教  •  淡江大學 Tamkang University 九月 2017 - 二月 2019

業務人員  •  英碩系統科技股份有限公司 2015 - 2016

採購專員  •  金瑞特企業有限公司 2012 - 2015

學歷

2017 - 2020

淡江大學 Tamkang University, M.S., Applied Mathematics Department, 2017 /09~2020/01

淡江大學 Tamkang University, B.S., Applied Mathematics Department, 2007/09~2011/07

證書

  • Coursera: 
    • Deep learning Specialization
    • AI for everyone 
  • Udemy 
    • Git: Git/GitHub/GitLab完全教程2020 课程免费更新
    • Docker