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wusinyee/README.md

Hi there, I'm Sinyee Wu πŸ‘‹

Data Analytics Professional with 5+ years of experience in business intelligence and data analytics, specializing in end-to-end ML solutions and data-driven decision making.

🎯 Professional Summary

  • 5+ years of experience in data analytics and business intelligence
  • Strong focus on delivering tangible solutions and effective communication
  • Expertise in data quality management, building end-to-end BI solutions, and high-quality documentation
  • Proven track record in stakeholder management and cross-functional collaboration

πŸ”­ Current Projects

Medical AI Implementation

  • Developing a deep learning model for pneumonia detection in chest X-ray images

πŸ’Ό Core Competencies

πŸ€– Machine Learning Engineering

  • Model Development:
    • Supervised/Unsupervised Learning
    • Deep Learning (CNN, RNN, Transformers)
    • Generative Adversarial Networks (GANs)
    • Natural Language Processing with Hugging Face
    • Computer Vision
  • MLOps:
    • MLflow for experiment tracking
    • Model versioning and registry
    • Automated testing and deployment
    • Performance monitoring
    • A/B testing
  • API Development:
    • REST API design patterns
    • API authentication/authorization
    • JWT/OAuth implementation
    • FastAPI, Flask, and Django

πŸ“Š Data & Business Analysis

  • Requirements Engineering: Business requirements gathering, technical specifications
  • Process Optimization: Workflow analysis, efficiency improvements
  • Data Quality Management: Data validation, cleaning, and governance
  • Documentation: Confluence, comprehensive technical writing
  • Project Management: Jira, Agile methodologies
  • Financial Analysis: Excel VBA, ROI assessment
  • Presentation: Professional deck creation
  • Industry Standards: SDLC, Agile

πŸ“ˆ Data Architecture & Infrastructure

  • Data Governance: Alation, security, compliance
  • Data Pipeline Design: ETL/ELT workflows
  • Data Warehousing: Schema design, optimization
  • Version Control: Git, DVC (Data Version Control)

πŸ› οΈ Technical Stack

ML & Data Science

Python TensorFlow Rust Pandas NumPy Hugging Face MLflow

Business Intelligence

Power BI Tableau Qlik Excel

Web Development

TypeScript JavaScript React NodeJS

Database & Cloud

Azure Google Cloud MicrosoftSQLServer MongoDB DBeaver

Development Tools

FastAPI Flask Django Docker

Project Management & Documentation

Jira Confluence

🌱 Professional Development

  • Advanced MLOps Practices
  • Generative AI and GANs
  • Cloud Architecture (GCP, Azure)
  • Data Governance & Security

πŸ“« Let's Connect

wsy | Medium


Last Updated: 2025-02-09 02:43:58 UTC

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  1. MW-Portfolio MW-Portfolio Public

    Data Insights: Business Intelligence, Analytics, and Machine Learning

    Jupyter Notebook

  2. EDA-for-Machine-Learning-Honors-Project EDA-for-Machine-Learning-Honors-Project Public

    Upon successfully completing this project I will receive a course certificate with Honors

    Jupyter Notebook 1

  3. CourseFinal_Unsupervised_Learning_BreastCancerWisconsinDS CourseFinal_Unsupervised_Learning_BreastCancerWisconsinDS Public

    This project utilizes clustering techniques to identify distinct groups of breast cancer tumors based on their morphological characteristics, aiding in enhancing diagnostic procedures and personali…

    Jupyter Notebook

  4. wsytwtmh wsytwtmh Public

    Twitter Mental Health Awareness Month 2022 Analysis

  5. wusinyee wusinyee Public

    My personal repository