Projects

Selected work across QA, automation, data science, and product thinking.

A focused portfolio: one flagship product case study, one ML capstone, one QA impact story, and supporting data projects.

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Machine learning capstone

Residential Property Value Prediction

Predicted residential property values using numeric property features and compared multiple models. The project emphasizes practical evaluation, model comparison, and business use cases for investors, lenders, assessors, and analysts.

  • Python
  • scikit-learn
  • Random Forest
  • Gradient Boosting
  • RMSE
QA analytics

Quality Metrics & Release Readiness

A professional impact story showing how structured QA work improves product quality: test planning, defect discovery, regression coverage, release support, automation, and data-driven triage.

  • QA strategy
  • Defect analysis
  • Regression
  • Release testing
  • Metrics
Interactive learning

Data Science Flashcard Study Lab

An interactive flashcard section for machine learning, evaluation metrics, NLP, QA-for-ML, and World Publishing Houses applications. I can keep adding study cards, and visitors can play with the concepts directly on the site.

  • Study tool
  • ML interview prep
  • Local storage
  • Interactive UI