Tirna Deb, PhD

Hi, I am Tirna Deb!

Astrophysicist turned AI researcher | Bridging science and data for societal impact


FairFrame Fairness Analysis Project

⚖️ FairFrame – ML Fairness Audit Framework

Designed a framework for fairness and bias assessment of machine learning models in a fictional fintech setting. Includes beginner, intermediate, and advanced audit levels with example tasks, scoring rubric, and mitigation strategies.

Demo Structure | GitHub
RoadRiskIQ – US Accident Risk Explorer

🛣️ RoadRiskIQ – US Accident Risk Explorer

Exploratory and risk-based analysis of 7.7M+ US traffic accidents using DuckDB, with severity-aware scoring, geospatial patterns, and time-based trends.

Interactive Map | GitHub
SkinDx AI Project

⚡ SkinDx AI – Skin Lesion Classifier

Deep learning app for early triage of skin lesions using CNNs and medical image augmentation, deployed via Gradio.

Live Demo | GitHub
Clinical Trial Matcher

🧬 Clinical Trial Matcher

ML-powered Gradio app recommending trials for women with PCOS and related conditions.

Live Demo | GitHub
Car Price Project

🚗 Used Car Price Prediction

Regression model to predict used car prices using scikit-learn and Python.

GitHub
FoodHub Order Analysis

🍔 FoodHub Order Analysis

Trend analysis of food delivery data using Python for customer and business insights.

GitHub
Boston House Price

🏡 Boston House Price Prediction

Regression-based housing price predictor using Boston dataset and scikit-learn.

GitHub
DistilBERT

🤖 Fine-Tuning DistilBERT

Comparing two fine-tuning strategies for sentiment classification with Hugging Face Transformers.

GitHub