Salon Timsina

Data analyst & backend engineer,
with a pull toward neurotech.

Computational mathematics student building things across data, backend systems, and computational neurotech.

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About

I'm studying computational mathematics at Kathmandu University, mostly working through numerical methods, optimization, and algorithm design. Outside of coursework I build backend systems and data pipelines, and lately I've been spending a lot of time reading into neuroscience and neurotech — how the brain encodes and transmits signals, and where that overlaps with computation.

Studying
B.Sc. Computational Mathematics, Kathmandu University — expected Sept. 2027
Building
Backend systems, data pipelines, and applied ML models
Reading into
Neuroscience, neurotech, and computational neural modeling
Go Python TypeScript C++ MATLAB React Tailwind CSS Electron Flutter n8n Firebase
Projects — 04
IoT · Hackathon Winner

Khalto — DeerHack 2026

A crowdsourced system for mapping road hazards using nothing but a phone's sensors — combining signal processing, anomaly classification, and geospatial analysis to flag potholes and rough patches in real time. Won the Interactive Technology (IoT) track.

Signal Processing · Geospatial Analysis · Sensor Data
Machine Learning · Motorsport

F1 Tire Degradation Prediction

A regression model that estimates Formula 1 tire wear from race telemetry and environmental conditions, using feature engineering and ensemble methods — including Random Forest — to capture how degradation shifts over a race.

Python · Random Forest · Feature Engineering
Computer Vision · Hackathon

EcoSnap

A gamified waste-sorting app built at the Prakriti Hackathon — identifies waste type from a photo and gives disposal or recycling guidance on the spot, aimed at nudging better sorting habits through quick feedback.

Computer Vision · Mobile
Developer Tool · Go

CtxGen

A Go-based static analysis tool that reads a codebase and produces a compact, structured summary of its architecture, dependencies, and symbols — built to give language models useful repository context without the token cost of the whole repo.

Go · Static Analysis
View all repositories on GitHub →
Research & Notes
Computational Neuroscience

Expository Study on Thalamocortical Seizure Modeling

A working-through of a thalamocortical model for epileptic seizures — examining EEG-based seizure dynamics via computational neural mass modeling, and what the mathematical framework means physiologically.

Computational Biology

Protein Structure Analysis using Topological Data Analysis

Uses persistent homology and a topological importance factor on alpha-carbon protein structures to identify which regions are most sensitive to mutation, based purely on structural shape.

Elsewhere
2025
Volunteer, ICNAO 2025 International Conference on Nonlinear Analysis and Optimization, Kathmandu University — event coordination, participant support, and documentation.
2024 — present
Hackathon participant Multiple national hackathons across AI/ML, healthcare, sustainability, and IoT teams.
Coursera
Computational Neuroscience 26-hour course covering neuron models, neural encoding/decoding, and dynamical systems.
Tooling
LaTeX Used for academic papers, technical reports, and presentations.
Contact

Reach out any time.