Mohak

ml engineer•arch btw•probably rewriting my neovim config

Publications

2026

A Multi-Task Deep Learning Framework for Diabetic Retinopathy Analysis

Subramanya Murthy, M., Agrawal, A., Lakshmi, D.•Applied Intelligence (Springer)

Submitted
2025

Rethinking Temporal Graph Networks: A Comparative Study for Social Network Analysis

Subramanya Murthy, M., Shetty, D.P.•IEEE PUNECON

Published

Experience

Research Intern

@ NITK Surathkal
May 2025 - June 2025

Developed Temporal Graph Networks with fixed and adaptive decay mechanisms for community detection and link prediction on Reddit dataset with 850K+ interactions.

Junior ML Engineer

@ Omdena AI
March 2025 - June 2025

Built end-to-end geospatial ML pipeline for detecting plastic debris across Italian and Mediterranean Seas using satellite imagery and Attention U-Net.

Projects

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Opencode Notifier

86688

OpenCode plugin that sends desktop notifications and plays sounds on permission, completion, error, and question events. Cross-platform support for macOS, Linux, and Windows.

TypeScriptOpenCode Pluginnpm PackageCross-platform
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Agent Forge

Structured research with agent teams. Ask a question, watch the plan execute step-by-step with full tracing, web search, and source fetching. Every action is logged for transparency.

PythonMulti-agentWeb SearchDocker
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Recall AI

On-device semantic search for images and PDFs that runs entirely on your phone. AI vision captions plus vector search with no cloud dependency. Built with React Native, Cactus SDK, and sqlite-vec.

React NativeExpoOn-device AIVector Search
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Temporal Graph Networks

TGN with fixed and adaptive decay mechanisms for community detection and link prediction, achieving improved silhouette scores and MRR.

Graph Neural NetworksPyTorchSocial Network Analysis
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Plastic Debris Detection

Geospatial ML pipeline using Attention U-Net for semantic segmentation of plastic debris in Sentinel-2 satellite imagery.

Satellite ImagerySemantic SegmentationU-NetGeospatial ML
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Diabetic Retinopathy Analysis

Multi-task pipeline for DR severity classification and lesion segmentation using EfficientNetV2-S with 85.5% accuracy.

Medical ImagingMulti-task LearningEfficientNetPyTorch
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Indian Sign Language Recognition

Real-time translation of Indian Sign Language to text and speech using deep learning and MediaPipe.

Computer VisionReal-time InferenceMediaPipeTensorFlow

Tech Stack

Languages

Python • TypeScript • JavaScript • Go • Java • Lua • Bash

ML/AI

PyTorch • TensorFlow • JAX • Scikit-learn • NumPy • Pandas • OpenCV • MLflow

Frontend

React • React Native • Next.js • Astro • Tauri • TanStack • Tailwind CSS • Vite

Backend

FastAPI • Flask • Node.js • PostgreSQL • MongoDB

Tools

Git • Docker • AWS