person About me

Engineer. Researcher.
Perpetual Learner.

Building at the intersection of AI, embedded systems, and full-stack development from Bharatpur, Nepal.

I'm Amrit Kandel — a final-year student at IOE Thapathali Campus (Tribhuvan University), pursuing B.E. in Electronics, Communication & Information Engineering.

My passion sits firmly at the crossroads of machine learning research and real-world engineering. I'm the kind of engineer who gets excited about training a person re-identification model at 2 AM just as much as wiring up an ESP32 for a Li-Fi system.

I have hands-on experience across the full spectrum — from building end-to-end computer vision pipelines (YOLO + ByteTrack + OSNet) to architecting cloud data engineering solutions on Azure. I've published research on water quality prediction using explainable AI, and I'm currently exploring multi-camera person tracking as part of my capstone work.

When I'm not training models or debugging API endpoints, I'm either contributing to open-source tools or running board game AI experiments (minimax with alpha-beta pruning, anyone?).

📍 Bharatpur, Nepal 💬 English · Nepali ⚡ Open to work 🤝 Research collaborations

Quick facts

I.

Education.

Provenance / 01
2022 — 2026

IOE Thapathali Campus — Kathmandu, Nepal

B.E. in Electronics, Communication & Information Engineering

Core coursework: Computer Programming · OOP · Probability & Statistics · DSA · DBMS · Operating Systems · Computer Networks · Calculus · Linear Algebra · Discrete Mathematics · Machine Learning · Microprocessor · Signals & Systems · Digital Communications

II.

Experience.

Work / 02

Independent AI/ML Projects

Personal portfolio work
2024 — Present · Bharatpur, Nepal

Building applied ML, systems, and full-stack projects with a focus on computer vision, data engineering, and practical deployment.

III.

Skills & Stack.

Tools / 03
code

Languages

Python95%
JavaScript80%
C / C++70%
SQL75%
neurology

ML & AI

PyTorch85%
Scikit-Learn90%
TensorFlow75%
Computer Vision85%
stacks

Web & Backend

FastAPI80%
React75%
Node.js / Express72%
PostgreSQL78%
cloud

Cloud & Data

Azure (ADF, Databricks)70%
PySpark65%
Data Pipelines72%