Featured Work

A selected collection of applied AI, data science, cloud, and MLOps projects.

Applied AI

Genre-Controlled Story Generation using QLoRA

Built a reproducible instruction-tuning pipeline for genre-controlled short story generation using Gemma 3-1B, QLoRA, and PEFT, then evaluated whether fine-tuning improved controllability and output quality.

PythonPyTorchHugging FacePEFTQLoRAGemma 3-1B

Data Science

MedPredicts: Hospital Readmission Forecasting

Built an analytics-driven clinical decision support system to understand hospital readmissions, explain risk drivers, and support proactive staffing and follow-up planning.

PythonPandasXGBoostData CleaningExploratory AnalysisRAG

MLOps

Vehicle Insurance Eligibility Prediction & MLOps Pipeline

Built an end-to-end MLOps pipeline to predict whether a client should be offered vehicle insurance based on personal details, vehicle attributes, and historical claim data.

PythonPandasNumPyMongoDBDVCFastAPI

Cloud Application

RecommenderX: Cloud-Based Movie Rating and Recommendation SaaS

Designed a scalable, production-style movie rating and review SaaS where users can rate movies, write reviews, manage watchlists, and receive AI-powered review support.

PythonDjangoPostgreSQLCloud DeploymentAuthenticationGoogle Cloud Storage

Data Analytics

Student Success Prediction

Identified factors influencing student success using exploratory analysis, feature engineering, and interpretable predictive modeling.

PythonData AnalysisFeature EngineeringExploratory Data AnalysisPredictive ModelingModel Evaluation

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