Python

Used in

• Enterprise RAG System with LLM-as-a-Judge

  Hybrid-retrieval RAG with an LLM judge that scores every answer for faithfulness, relevance and toxicity.

  enterprise_rag.py · stack: Python

• E-Commerce Customer Churn Prediction

  Stacking ensemble that predicts which e-commerce customers will churn, deployed with a live app.

  churn_predictor.py · stack: Python

• Automated Email Classification Engine

  SVM spam/ham classifier with custom parsing and zero train/test leakage.

  email_classifier.py · stack: Python

• EHR Patient Readmission

  Predicting 30-day hospital readmission from electronic health records.

  ehr_readmission.py · stack: Python

• Amazon ML Challenge 2026

  Team solution for business entity resolution, ranked 287 of ~25,000 teams.

  amazon_ml_challenge.py · stack: Python

• Inverse Heat Transfer with PINNs

  Recovering unknown heat flux and material properties with a physics-informed neural network.

  heat_pinn.ipynb · notebook: Python

• CFD with Python

  A fluid-flow solver written from scratch that shows Von Kármán vortex shedding.

  karman_vortex_cfd.ipynb · notebook: Python

• Hamiltonian Neural Networks for a Spring-Mass System

  A network that learns the Hamiltonian, compared with a baseline NN on accuracy and energy conservation.

  hnn_spring_mass.ipynb · notebook: Python

• DeepONet Surrogate for 1D Diffusion

  Learning the operator that maps a diffusion coefficient D(x) to the full solution u(x, t).

  deeponet_diffusion.ipynb · notebook: Python

• SINDy vs. ISINDy on the Lorenz System

  Recovering the Lorenz equations from data with sparse regression, and making it robust to noise.

  lorenz_sindy.ipynb · notebook: Python