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rsd-darshan/README.md

Darshan Poudel

I build practical products with AI/ML, full-stack web development, and developer-focused tools.


Active Projects

Continual learning architecture that prevents catastrophic forgetting through dynamic head splitting and slow-pathway consolidation. Achieves 98.5% accuracy on Split-MNIST with 0.86% forgetting.

Tech: Python, PyTorch | Status: Research prototype with full paper


AI sidebar that reads your screen for context. Always-on contextual assistant that understands what you're working on.

Tech: Python, Electron, React, FastAPI | Status: Active development


Agricultural ML platform for crop recommendations and disease detection. Structured agronomy assistance with explainable outputs and audit trail.

Tech: Flask, scikit-learn, PyTorch, ONNX | Status: Live demo deployed


Self-regulating continual learning framework that expands model capacity only when learning dynamics indicate it's necessary.

Tech: Python, PyTorch | Status: Research implementation


Projects I built in high school

  • LinkU β€” Tried to fix college admissions chaos by connecting students with real mentors instead of Reddit threads
  • FunFusion β€” Made 30 games that fit in 2MB because why not
  • MeroKitab β€” Built a marketplace for buying/selling used books (Nepal focus)
  • GharBari β€” Online grocery store for Nepal, tried to make affordable shopping easier
  • RoutRover β€” Real-time bus tracking so people knew when their bus was actually coming
  • MediaScout β€” Just a tool to find free stock photos and videos without paying
  • AlgoLearn β€” Thought I could teach computer science better than tutorials out there
  • RepoExplorer β€” Wanted an easier way to find GitHub repos with actual filters
  • Template-Explorer β€” Browser for website templates, basically that's it
  • RepoGenie β€” AI helper to set up and optimize projects (probably overly ambitious)

All archived now, but they taught me how to actually build things.


Contact

πŸ“§ poudeldarshan44@gmail.com | πŸ”— github.com/rsd-darshan | 🌐 darshanpoudel.netlify.app

Pinned Loading

  1. FieldSense FieldSense Public

    FieldSense β€” Research repository for field-centric agricultural ML decision support: crop/fertilizer recommendation models, heuristic intelligence engine, telemetry logging, and optional leaf disea…

    Jupyter Notebook

  2. ARIA ARIA Public

    A continual learning architecture that restructures itself while it learns. Beats EWC on Split MNIST; honest results on Split CIFAR 10 too.

    Python