Paper 2026
Research shelf · papers and proof
Papers, contribution evidence, and research method.
Research lives beside implementation because the useful question is always: what was built, measured, and explained?
Paper 2025
Breast Cancer Detection Analysis
Scratch logistic regression study using NumPy, convergence checks, and diagnostic performance analysis.Open PDFOpen Source 2026
GSSoC'26 Contribution Evidence
Selected contributor with merged preprocessing work in Disease-prediction and ML pipeline work for AegisAI Guard Safety Prediction.GitHub ProfileScope
Define the objective, assumptions, and limitations before model design starts.
Implementation
Build core logic with transparent steps to keep behavior interpretable.
Validation
Evaluate with metrics, convergence checks, and reproducibility-focused tests.
Publication
Convert insights into papers, repositories, and technical writeups.