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On
4-6 years
6-10 years
10-15 years
More than 15 years
淡江大學
Past
Senior Frontend Developer @恒遠科技有限公司2022 ~ 2024
・
senior frontend engineer or frontend lead
Within one month
台運營，自有產品有彩票及棋牌娛樂城 工作地點：台北市中山區 工作內容： H5遊戲客戶端開發暨維護 百家樂路圖功能開發 演算法撰寫 技術：Cocos Creator、Socket.IO 平台網站開發暨維護 聊天室功能擴充 技術：Vue+Vuex、SCSS(Flex)、Socket.IO Frontend Team Leader • 藝家科技股份有限公
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
More than 15 years
淡江大學
・
資訊工程
資料科學家 @格萊鉑數位有限公司2018 ~ Present
・
資料分析師
Within one month
賠率，轉換成對於數據商真實機率的評估，甩開傳統計算返還率的方式，Power method更能反應在低勝率所呈現的真實賠率，透過此演算法算出的機率轉換成賠率提供給玩家。 Power Method演算法 Cohort analysis 帶來效益: 使用前後額外獲利 : 2% / 年 綜合開盤 透過統計分析
Employed
・
Open to opportunities
Full-time / Interested in working remotely
6-10 years
淡江大學
・
資訊管理
Employed
Full-time / Not interested in working remotely
6-10 years
淡江大學
・
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Definition of Reputation Credits
Technical Skills
Specialized knowledge and expertise within the profession (e.g. familiar with SEO and use of related tools).
Problem-Solving
Ability to identify, analyze, and prepare solutions to problems.
Adaptability
Ability to navigate unexpected situations; and keep up with shifting priorities, projects, clients, and technology.
Communication
Ability to convey information effectively and is willing to give and receive feedback.
Time Management
Ability to prioritize tasks based on importance; and have them completed within the assigned timeline.
Teamwork
Ability to work cooperatively, communicate effectively, and anticipate each other's demands, resulting in coordinated collective action.
Leadership
Ability to coach, guide, and inspire a team to achieve a shared goal or outcome effectively.
Professional Background
Current status
Employed
Job Search Progress
Professions
Data Scientist
Fields of Employment
Work experience
2-4 years work experience (1-2 years relevant)
Management
Skills
Languages
Job search preferences
Positions
Data analyst
Job types
Full-time
Locations
Remote
Interested in working remotely
Freelance
Educations
School
淡江大學
Major
企業管理學系
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.
Skillset : Databricks/Azure Data Factory/Power Automate/Power BI/ETL pipeline/Spark
Taipei Fubon Bank, Data Scientist(FinTech) Jan 2021 ~ Sep 2022
AI Early Warning Mechanism
- 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
ETL Pipeline & Banking Business Analysis
- Built analytics platform managing client, finance data collected from upstreams and third parties sources(EC, Telecom) Built end-to-end pipelines for reporting.
Skillset : PySpark/Hadoop/Scikit-Learn/Flask API/Beautiful Soup/ODS/Hive/OBIEE/Tableau/GCP(GCS, Dataflow, VMs, Vertex AI)
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
Master program for developing essential skillset as software developer. Algorithm, Programming Language and System.
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
Training in big data and development skills and building end-to-end data projects with Python, MySQL and Hadoop.
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
Building ETL for Spotify API and automate the workflows through Airflow. Analytics tasks executed with DBT on SnowFlake.
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.
Skillset : Databricks/Azure Data Factory/Power Automate/Power BI/ETL pipeline/Spark
Taipei Fubon Bank, Data Scientist(FinTech) Jan 2021 ~ Sep 2022
AI Early Warning Mechanism
- 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
ETL Pipeline & Banking Business Analysis
- Built analytics platform managing client, finance data collected from upstreams and third parties sources(EC, Telecom) Built end-to-end pipelines for reporting.
Skillset : PySpark/Hadoop/Scikit-Learn/Flask API/Beautiful Soup/ODS/Hive/OBIEE/Tableau/GCP(GCS, Dataflow, VMs, Vertex AI)
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
Master program for developing essential skillset as software developer. Algorithm, Programming Language and System.
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
Training in big data and development skills and building end-to-end data projects with Python, MySQL and Hadoop.
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
Building ETL for Spotify API and automate the workflows through Airflow. Analytics tasks executed with DBT on SnowFlake.
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