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edwardKGN/README.md

Hi, I'm Edward 👋

Backend / Data Engineer with experience in building data-driven systems, analytics pipelines, and optimization models for real-world industrial problems.

🔧 Technical Skills

  • Languages: Python, SQL (if applicable)
  • Backend: FastAPI, SQLAlchemy, REST APIs
  • Data: Pandas, NumPy, Data Analysis, Machine Learning
  • Tools: PI System, Aspen Plus, Optimization Algorithms

🚀 Featured Projects

1. Process Downtime Root Cause Analysis

🔗 https://github.com/edwardKGN/process-downtime-root-cause-analysis

Machine learning project to identify drivers of production downtime using synthetic industrial data.

  • Random Forest & XGBoost modeling
  • SHAP-based interpretability
  • Identified data gaps and proposed next-step data strategy

2. Energy Optimization using Simulated Annealing

🔗 https://github.com/edwardKGN/energy-optimization-simulated-annealing

Optimization system to minimize peak energy consumption under production constraints.

  • Metaheuristic optimization (Simulated Annealing)
  • Achieved ~60% reduction in peak energy demand
  • Modeled real-world scheduling trade-offs

3. Cash Flow Tracker Web Application

🔗 https://github.com/edwardKGN/cash-flow-tracker-webapp

Full-stack web application for tracking and visualizing financial data.

  • FastAPI backend with authentication
  • SQLAlchemy database integration
  • React frontend with real-time data updates

🎯 What I’m Focused On

  • Building backend systems for data-driven applications
  • Applying analytics and optimization to real-world problems
  • Bridging engineering systems with software solutions

📫 Contact

Popular repositories Loading

  1. settlingTank2D settlingTank2D Public

    OpenFOAM Case Folder

    C++ 1

  2. pRef_pVal_comparisonExample pRef_pVal_comparisonExample Public

    Two case files showcasing one (fluidisedBed) that requires pRef and pVal input for PIMPLE algorithm.

    C++ 1

  3. cuboidStirrer cuboidStirrer Public

    A CFD model of cuboid stirring in a cylindrical tank, performed at high resolution, 1.35 million cells.

    C++ 1

  4. OF9_EulerianMultiphaseForcesSampling OF9_EulerianMultiphaseForcesSampling Public

    Application of Forces Post-processing in a Eulerian Multiphase model in OpenFOAM 9

    C++ 1

  5. FundamentalsAnalysis FundamentalsAnalysis Public

    Python (using Pandas and Numpy) code for analyzing Financial Data from Companies

    Python 1

  6. gym gym Public

    Forked from openai/gym

    A toolkit for developing and comparing reinforcement learning algorithms.

    Python 1