Landfill site suitability mapping
A suitability map for landfill sites across Kathmandu Valley and nearby districts, built from geospatial layers with U-Net, ResU-Net and DeepLabV3.
96.97%accuracy
0.92mean IoU
0.96Dice
03 / Projects
Projects
Machine learning research first, then the products I have shipped and the things I built to learn.
15projects here
96.97best model accuracy, %
7sites and apps live
4years of building, 2023–2026
Selected work
01 / 04
Code on GitHub
Flood susceptibility mapping
Risk mapping for urban river floods in Kathmandu Valley. A CNN and a Random Forest were trained on the same geospatial data; the CNN won with balanced class performance.
95%CNN accuracy
Aqua Hundred
Marketing site for a Nepali mineral water brand: scroll animation, a product carousel, a multi-step order form and a depot map. Runs on Cloudflare Pages.
Freelance, 2026
Visit the siteapps.samridhashrestha.com.np
Small Android apps that do one thing well. StayT and GTA 6 Guide are on Google Play; Anime Studio, a Wear OS watch face, is coming. No accounts, data stays on the phone.
2on Google Play
1coming soon
Deep learning · 2025–2026
Landfill site suitability mapping
A suitability map for landfill sites across Kathmandu Valley and nearby districts, built from geospatial layers with U-Net, ResU-Net and DeepLabV3.
Code on GitHub
Deep learning · 2024–2025
Flood susceptibility mapping
Risk mapping for urban river floods in Kathmandu Valley. A CNN and a Random Forest were trained on the same geospatial data; the CNN won with balanced class performance.
Code on GitHub
Client site · 2026
Aqua Hundred
Marketing site for a Nepali mineral water brand: scroll animation, a product carousel, a multi-step order form and a depot map. Runs on Cloudflare Pages.
Visit the site
Android apps · 2026
apps.samridhashrestha.com.np
Small Android apps that do one thing well. StayT and GTA 6 Guide are on Google Play; Anime Studio is coming.
See the appsOther projects
Apps, sites, games and experiments I built myself. The Android apps have their own home at apps.samridhashrestha.com.np.
Real UI · scripted sessionAI agent · Python · 2026JARVIS
A personal AI assistant for Linux: an agent loop that plans and calls tools (shell, files, browser), a policy engine that asks before anything risky, Gemini with a Groq fallback, a Textual terminal UI, and local wake word, speech-to-text and voice.
05GitHub ↗- ML · Python · 2026
World Cup 2026 prediction
Predicts every match from group stage to final with Random Forest and XGBoost, tuned with Optuna and explained with SHAP. Chart: the model's own Monte Carlo output.
06GitHub ↗ 
Android · 2026StayT
A task-based app blocker for staying focused. On Google Play.
07Details ↗
Android · 2026GTA 6 Guide
An offline-first companion for GTA VI: countdown, story, Leonida map and gameplay. On Google Play.
08Details ↗
Wear OS · 2026Anime Studio
Living anime watch faces: the town follows the season and the hour. Coming to Google Play.
09Details ↗
Web · Next.js · 2026Code ↗CargoFlow
Logistics marketing site on Next.js 15, Tailwind v4 and GSAP ScrollTrigger.
10Live site ↗
Web · Next.js · 2026Code ↗Éclat Beauty Institute
Marketing and enrolment site on Next.js 15, Tailwind, GSAP and Framer Motion.
11Live site ↗
Web · Next.js · 2026Code ↗BUWA. Father's Day
A warm, editorial scrollytelling site for Kushe Aunsi, Nepal's Father's Day. Static export on GitHub Pages.
12Live site ↗
Game · Pygame · 2023Fighting game
A Tekken-style fighter with animations, collision detection and responsive controls.
13GitHub ↗
Hover to run the simulationSim · Pygame · 2024Black hole simulation
Particles fall under a point mass and get swallowed at the horizon. Hover the card (or scroll to it on a phone) to run the same physics live.
14GitHub ↗- Tool · C++ · 2023
Contact management system
A console contact book with phone validation. The preview is a real session, compiled and run.
15GitHub ↗