Project Roadmap

An interactive chronological timeline of my open-source projects, research algorithms, and development history.

Data Science
Aug 2026

PulseFit: Multi-Objective CV Framework

A multi-objective deep learning framework utilizing a Multi-Task Learning (MTL) network topology with a shared EfficientNet-B0 backbone to simultaneously resolve joint regression and classification heads for body fat percentage estimation.

PyTorchEfficientNetOptuna
MAE (Wt)±12.5kg
BackboneEfficientNet
TypeMulti-Task
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Data Science
Jul 2026

Automated CNN Waste Classification

An AI-powered computer vision web application built with Streamlit and PyTorch that automates waste sorting. Achieves high-precision classification of organic and recyclable waste using a custom Convolutional Neural Network.

PyTorchStreamlitPython
Classes2
Accuracy91.37%
FrontendStreamlit
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Data Science
May 2026

SierraFinance: Credit Risk Modeling

An end-to-end production grade machine learning pipeline predicting probability of loan default using a soft-voting ensemble model. Optimized via F2-score cost analysis to catch 96% of actual defaulters while retaining a 94% approval rate.

CatBoostXGBoostOptunaSHAP
ROC-AUC98.8%
Recall96%
KS-Stat87.4
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Data Science
Mar 2026

PulseHealthcare: Premium Prediction

An AI-powered insurance premium prediction engine utilizing age-based stacked ensembles to replace manual actuarial-table pricing with automated, sub-second data-driven premium estimates with full SHAP-based explainability.

XGBoostLightGBMRandom Forest
MAE₹11,254
R² Score0.998
Features20+
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Data Science
Jan 2026

Nifty 100 Alpha Quantitative Engine

A systematic, walk-forward validated quantitative equity strategy on the NSE Nifty 100 Universe. A cross-sectional PyTorch MLP ranking 96 stocks by expected 5-day market-relative outperformance, optimized via CVXPY.

PyTorchLightGBMCVXPY
Sharpe1.36
CAGR18.29%
Max DD-10.40%
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