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淡江大學
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國立台灣大學
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智慧價值股份有限公司
Interesado en trabajar a distancia
No freelance
English - Intermedio
Chinese
De 4 a 6 años
6-10 años
10-15 años
Más de 15 años
淡江大學
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Avatar of 呂嘉仁.
Avatar of 呂嘉仁.
呂嘉仁
軟體工程師 @智慧價值股份有限公司
・
2019 ~ Presente
En seis meses
伺服器( React Native / Spring Boot ) 串接狀態伺服器資料顯示在行動端，以供使用者查看並接收警告，並提供聊天室進行設備維修討論。 3D NLP 資料分析平台( Spring Boot / React JS / MySQL) 提供使用者輸入 Youtube 或 IG 連結後系統依據使用者留言繪製出留言內容的關係圖，並以 3D
MongoDB
MySQL
Spring Boot
A tiempo completo / Interesado en trabajar a distancia
De 4 a 6 años
淡江大學
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電機工程

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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.
En un plazo de tres meses
Avatar of Stephen Yang.
Stephen Yang
Data Scientist @ 台北富邦銀行
台北富邦銀行
・
2021 ~ Presente
Taiwan
Professional Background
Situación actual
Empleado
Progreso en la búsqueda de empleo
Professions
Data Scientist
Fields of Employment
Experiencia laboral
2-4 años experiencia laboral (1-2 años relevante)
Management
Habilidades
Python
R
Hadoop and Spark
GCP
Machine Learning
Idiomas
Job search preferences
Posición
Data analyst
Tipo de trabajo
A tiempo completo
Ubicación
A distancia
Interesado en trabajar a distancia
Freelance
Educación
Escuela
淡江大學
Mayor
企業管理學系
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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

Resume
Perfil
Imprimir

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