CakeResume 找人才
最輕量、快速的招募方案，數百家企業的選擇
搜尋履歷，主動聯繫求職者，提升招募效率。
- 瀏覽所有搜尋結果
- 每日可無限次數開啟陌生對話
- 搜尋僅開放付費企業檢視的履歷
- 檢視使用者信箱 & 電話
職場能力評價定義
Stephen Yang
Data Geek. Two-year experience with data science/engineering.
Work Experience
Retail Business Services LLC(Ahold Delhaize), Data Engineering Co-op Jun 2023 ~ Now
- Improving search engines performance through MDM.
Validation on the pipelines to ensure data completeness in the downstream tasks. - Monitoring the changes on recommended items from cross-sell model. Building framework of data drifting detection, starting from data retrieval, modeling to statistical/hypothetical testing applied on inference data.
- Development of Intake process form app to Integrate ticketing requests from different teams.
Taipei Fubon Bank, Data Scientist(FinTech) Jan 2021 ~ Sep 2022
- In collaboration with Taipei City Police Department and Criminal Investigation Bureau, aimed at combating surging fraud activities during the pandemic which involved multiple channels(ATM, Online, and Mobile banking).
- Development of ML model to detect potential AML activities and to further succeed in fraud prevention.
- Replaced rule-based triggering with ML-based application in criminal investigation; eliminated tens of thousands of false alarms in a single month, optimized precision up to 80%, and significantly cut operational costs.
- Promoted ‘intelligent anti-fraud ecosystem’ with Taipei City Government and was reported in Fubon Financial news: link
- Built analytics platform managing client, finance data collected from upstreams and third parties sources(EC, Telecom) Built end-to-end pipelines for reporting.
Apple Daily, Data Analyst Apr 2020 ~ Aug 2020
- Digital tacking with GTM as sources for building ETL pipeline on GCP.
- BI reporting for assessing KPIs of news articles.
- Subscription analysis, churning prediction, and text mining
- Skillset : BigQuery/Data Studio/GA360/Google Analytics/GTM/NLTK/Scikit-Learn/LDA
Education
Boston University, Master of Science in Software Development(MSSD) 2023 ~ Present
Arizona State University, AI and Machine Learning MasterTrack™ Feb 2021 ~ Dec 2021
Online Graduate Certificate Courses: Statistics, Machine Learning, Artificial Intelligence
Institute for Information Industry, Big Data Bootcamp Sep 2019 ~ Feb 2020
Tamkang University, Bachelor of Business Administration(BBA) Sep 2013 ~ Jun 2017
Project & Competition
T-Brain Machine Learning Competition 2022 - Anti Money Laundering
Leveraging XGBoost(GBDT) combined with my ML fraud detection experience to succeed in this competition.
Hosted by : E.SUN Bank & TrendMicro (Rank : No.6)
GoDaddy - Microbusiness Density Forecasting Competition
The project is to demonstrate better performance on time series prediction with Optuna framework.
BIRDS 475 SPECIES - IMAGE CLASSIFICATION
Serving Image model as Streamlit web app on GKE. It allows the user to enter the image url link and display output.
Skillset: Streamlit, GKE, CloudBuild, Python, Git, Docker
Spotify ETL Pipeline
Skillset: Airflow, DBT, Snowflake, Python, Git, Astronomer, Docker
Skills
Machine Language：Python, PySpark, Tensorflow, PyTorch, SQL
Dashboard：Power BI, Tableau
Cloud Service : GCP, Azure, Cloudera
Development Tool: Docker, Jenkins, Git, Airflow, DBT
Certificate
Project Management Professional(PMP)
AI and Machine Learning MasterTrack® Certificate(ASU)
Google Cloud Certified - Professional Data Engineer
Stephen Yang
Data Geek. Two-year experience with data science/engineering.
Work Experience
Retail Business Services LLC(Ahold Delhaize), Data Engineering Co-op Jun 2023 ~ Now
- Improving search engines performance through MDM.
Validation on the pipelines to ensure data completeness in the downstream tasks. - Monitoring the changes on recommended items from cross-sell model. Building framework of data drifting detection, starting from data retrieval, modeling to statistical/hypothetical testing applied on inference data.
- Development of Intake process form app to Integrate ticketing requests from different teams.
Taipei Fubon Bank, Data Scientist(FinTech) Jan 2021 ~ Sep 2022
- In collaboration with Taipei City Police Department and Criminal Investigation Bureau, aimed at combating surging fraud activities during the pandemic which involved multiple channels(ATM, Online, and Mobile banking).
- Development of ML model to detect potential AML activities and to further succeed in fraud prevention.
- Replaced rule-based triggering with ML-based application in criminal investigation; eliminated tens of thousands of false alarms in a single month, optimized precision up to 80%, and significantly cut operational costs.
- Promoted ‘intelligent anti-fraud ecosystem’ with Taipei City Government and was reported in Fubon Financial news: link
- Built analytics platform managing client, finance data collected from upstreams and third parties sources(EC, Telecom) Built end-to-end pipelines for reporting.
Apple Daily, Data Analyst Apr 2020 ~ Aug 2020
- Digital tacking with GTM as sources for building ETL pipeline on GCP.
- BI reporting for assessing KPIs of news articles.
- Subscription analysis, churning prediction, and text mining
- Skillset : BigQuery/Data Studio/GA360/Google Analytics/GTM/NLTK/Scikit-Learn/LDA
Education
Boston University, Master of Science in Software Development(MSSD) 2023 ~ Present
Arizona State University, AI and Machine Learning MasterTrack™ Feb 2021 ~ Dec 2021
Online Graduate Certificate Courses: Statistics, Machine Learning, Artificial Intelligence
Institute for Information Industry, Big Data Bootcamp Sep 2019 ~ Feb 2020
Tamkang University, Bachelor of Business Administration(BBA) Sep 2013 ~ Jun 2017
Project & Competition
T-Brain Machine Learning Competition 2022 - Anti Money Laundering
Leveraging XGBoost(GBDT) combined with my ML fraud detection experience to succeed in this competition.
Hosted by : E.SUN Bank & TrendMicro (Rank : No.6)
GoDaddy - Microbusiness Density Forecasting Competition
The project is to demonstrate better performance on time series prediction with Optuna framework.
BIRDS 475 SPECIES - IMAGE CLASSIFICATION
Serving Image model as Streamlit web app on GKE. It allows the user to enter the image url link and display output.
Skillset: Streamlit, GKE, CloudBuild, Python, Git, Docker
Spotify ETL Pipeline
Skillset: Airflow, DBT, Snowflake, Python, Git, Astronomer, Docker
Skills
Machine Language：Python, PySpark, Tensorflow, PyTorch, SQL
Dashboard：Power BI, Tableau
Cloud Service : GCP, Azure, Cloudera
Development Tool: Docker, Jenkins, Git, Airflow, DBT
Certificate
Project Management Professional(PMP)
AI and Machine Learning MasterTrack® Certificate(ASU)
Google Cloud Certified - Professional Data Engineer