Milan Bins Mathew
Work archive

2023 / AI systems, Interfaces

Banana Ripeness Classifier

Banana Ripeness Classifier project still

Overview

Deep-learning pipeline that classifies bananas into Unripe / Midripe / Ripe / Overripe across 350+ images. CNN feature extraction (ResNet-50, VGG-16) feeding classical ML heads (Logistic Regression, SVM, KNN, Naive Bayes), best combo: VGG-16 features + Logistic Regression.

Year
2023
Focus
AI systems, Interfaces
Stack
  • ResNet-50
  • VGG-16
  • scikit-learn
  • Logistic Regression
  • Jupyter

Financial Analysis AI. Open-source local Financial Analysis AI for Indian filings (BSE/NSE). Combines Visual AI (ColPali), Temporal GraphRAG, and a LangGraph multi-agent team to read complex PDFs and answer financial questions offline. Runs llama3:8b natively on Apple Silicon via Ollama, 100% private, no Docker, no cloud.

2022

LayerX

AI Data Annotation Platform. End-to-end training-data platform for ML teams: image & video annotation, task management, dataset versioning, augmentation, and one-click export. Built during the Continental defect-detection project, Angular frontend, NodeJS + Python (Flask) backends, MongoDB, Dockerized deploy.