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DanielHCheung/README.md

Hi there, I'm Daniel Cheung 👋

Blog Status

🎓 MS in Data Science @ Stony Brook University
📊 Data Analyst & Applied Statistician | Pragmatic Problem Solver
💡 Bridging statistical rigor, business intelligence, and AI-assisted workflows across Banking & FinTech, Global Logistics & Postal Networks, and enterprise IT infrastructure.


🧠 Core Philosophy: Pragmatic Problem Solving

Whether troubleshooting a blown capacitor on a motherboard, isolating data leakage in an ML pipeline, or diagnosing an SLA drop in postal delivery routes, I apply first-principles thinking and rigorous root-cause analysis (RCA):

  • Dissect Complexity: Break nebulous business friction into testable hypotheses, robust data contracts, and quantifiable metrics.
  • Iterative Troubleshooting: Trace failure points methodically—from hardware signals and software logs to outlier distributions.
  • Actionable Remediation: Deliver robust, repeatable solutions rather than cosmetic quick fixes.

🛠️ Technical Arsenal

Languages & Statistical Computing

R Python SQL Bash

**Data Wrangling, Modeling & Machine Learning **

Tidyverse Pandas NumPy Scikit-Learn PyTorch MPI

Data Storage & Infrastructure

PostgreSQL Redis Docker Linux Git

BI, Analytics & Spreadsheets

Tableau Excel Google Sheets Apps Script Google Analytics

AI-Powered Productivity & Modern Workspace

Google Gemini Google Sheets Google Workspace


💼 Domain Focus & Practical Application

  • End-to-End Data Cleaning & Wrangling: Transforming messy, heterogeneous transactional records into analysis-ready formats. Proficient in handling missing value imputations, regex parsing, datetime/timezone normalization, deduplication, and anomaly filtering using R (Tidyverse), Python (Pandas), and Excel (Power Query).
  • In-Memory Caching & Storage (Redis + PostgreSQL): Leveraging Redis for in-memory key-value caching of high-frequency analytical queries, real-time rate limiting, and session tracking, paired with PostgreSQL for relational schema design and complex joins.
  • Banking & FinTech Analytics: Quantitative data modeling, transaction anomaly detection, customer segmentation, A/B testing design, and risk indicator tracking.
  • Global Logistics & Postal Systems (USPS / UPS / Air Cargo): Route and sorting operational efficiency, transit time reliability metrics, SLA tracking, and tracking telemetry.
  • AI-Augmented Productivity: Leveraging Gemini across Google Workspace (Gmail / Sheets) to rapidly prototype formulas, streamline cross-functional updates, clean unstructured text, and accelerate reporting cycles.

✈️ Beyond the Terminal

  • 🔧 Hardware Diagnosis & Repair: Hands-on experience troubleshooting micro-electronics, repairing smartphones/laptops, and assembling custom server racks.
  • 🛫 Commercial Aviation Enthusiast: Keen interest in airline fleet management, network scheduling, and modern composite aircraft (Boeing 787 & Airbus A350).
  • 🌐 Multilingual & Polyglot:
    • Mandarin: Native proficiency in both Traditional (繁體:港台) & Simplified (简体:中新马) Chinese
    • English: Fluent / Professional Working Proficiency
    • Cantonese (Hong Kong): Fluent / Professional Working Proficiency
    • Japanese: Learning / working towards JLPT

📊 GitHub Activity

Top Languages

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📫 Connect with Me

  • 🌐 Blog: DanielData.com
  • 💬 Have an interesting data challenge, opportunity, or aviation topic? Feel free to open an issue or reach out via email!

Pinned Loading

  1. USPS-Postage-Calculator USPS-Postage-Calculator Public

    Calculate postage and stamps you need

    HTML

  2. cloudflare_ddns_for_routers cloudflare_ddns_for_routers Public

    Cloudflare ddns script to update ip address dynamically for linux-based routers

    Shell 1

  3. ZWUTA/thinkPrinter-python ZWUTA/thinkPrinter-python Public

    思考·智慧打印,一个目前仅支持Windows的多用户在线打印系统,python-flask开发,thinkprinter-go的python版本。jwb现行打印系统

    Python 1

  4. SimpleStockWorker SimpleStockWorker Public template

    Deploy your trading strategy to a webpage and calculate on a daily basis

    Python

  5. tgbot-RSS tgbot-RSS Public

    Python

  6. Brian16Park/glassdoor-company-reviews Brian16Park/glassdoor-company-reviews Public

    HTML 3