Innovation Labs

A showcase of my smaller academic projects, machine learning models, and interactive sandboxes.

Live Sandbox

Match Prediction

Team A vs Team B

Venue

Live Sandbox • IBM SkillsBuild

Incident Intelligence Sandbox

Deterministic Math Engine

85.2%/ 100% Correlation

CLUSTERED (≥0.68)

Threshold: 0.68

1. Semantic Cosine (55%)0.85

0.0 Orthogonal1.0 Identical

4. Time Elapsed (10%)2.0h

0h (Decay: 1.0)36h (Decay: 0.05)

2. Location Proximity (20%)0.75

3. Category Link (15%)1.00

Simulate Velocity Spike (≥3 reports in 45m)

Explainability Audit Trail

Correlated into Active Incident (Match: 85.2%): Strong semantic alignment (85%) with same building match filed within 2.0h. Clustered into root incident ticket.

Architecture Walkthrough

ML Pipeline Explorer

22,007 raw JSON match files ingested from Cricsheet.

Dataset

22,007 raw JSON match files ingested from Cricsheet.

Completed

BrandRecognizer

A Deep Learning CNN model built using TensorFlow and EfficientNetB0. Trained on a curated dataset of over 11,000 images spanning 50 distinct car brands. The project utilized transfer learning and data augmentation to achieve an accuracy of ~80%.

PythonTensorFlowEfficientNetB0

Completed

CrickIQ

A responsive, fully-featured Cricket Quiz Platform built in React. Features include timed quizzes, various difficulty categories, and an engaging UI that tests users' knowledge of international cricket formats and history. Leverages session storage for state persistence.

React.jsWeb Storage APITailwind CSS