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sudhan-bhattarai/README.md

Hi there, I'm Sudhan ๐Ÿ‘‹

I am a researcher in Industrial Engineering with extensive expertise in end-to-end problem solving, combining data science, optimization, and decision analytics. My work spans the full pipeline, from data collection and wrangling, through statistical and machine learning modeling, to optimization under uncertainty, decision analysis, and results visualization, ultimately generating actionable recommendation frontiers for complex real-world problems.

My GitHub highlights a collection of research projects, algorithms, and applications in supply chain logistics, time series modeling, and stochastic optimization. You can also explore my research publications on Google Scholar.

I enjoy translating complex challenges into rigorous mathematical and computational frameworks and advanced machine learning techniques. Explore my repositories and feel free to connect if you'd like to collaborate or discuss innovative ideas!

Currently, I am learning:

  • Transformer architectures and advanced ML models to enhance time-series forecasting within optimization frameworks.
  • Agentic AI tools for generating optimization solutions with dynamic forecast updates, bridging AI planning with stochastic optimization.

๐Ÿ› ๏ธ Skills & Tools

Programming & Data

Python Pandas NumPy Scikit-learn TensorFlow Matplotlib GeoPandas Shapely Jupyter SQL

Optimization

Gurobi Linear Programming MILP Benders Decomposition SDDP Stochastic Programming Reinforcement Learning Predictive Modeling Time Series Optimization

Statistical Modeling & Analysis

Statistical Learning Hypothesis Testing Regression Analysis A/B Testing Clustering Time Series Analysis Predictive Analytics

Platforms & Tools

Power BI Linux HPC LaTeX Git

Learning (AI)

Agentic AI Hugging Face Prompt Engineering Embeddings Fine-tuning

Pinned Loading

  1. MSSP_IHRLEP_Networks MSSP_IHRLEP_Networks Public

    Multi-stage Stochastic Programming for Integrated Network Optimization in Hurricane Relief Logistics and Evacuation Planning

    Python 1

  2. vehicle_routing_problem vehicle_routing_problem Public

    Solving the Capacitated Vehicle Routing Problem with Time Windows (CVRPTW) using Mixed Integer Linear Programming (MILP) in Python with the Gurobi API.

    Linear Programming 101 27

  3. 0_1_knapsack_problem 0_1_knapsack_problem Public

    A quick demo on 0-1 knapsack problem.

    Jupyter Notebook 1 1