Projects
Selected software, applied machine learning, and reproducible experiments.
- 01
Algorithms / Operations
Campus Schedule Optimizer
A university timetable engine that treats people, rooms, student groups, and recurring meetings as one connected constraint problem.
- 02
Developer Tooling / Open Source
ContribCheck
An evidence-based readiness check for contributors deciding whether a GitHub issue is actually actionable.
- 03
NLP / Machine Learning
Hotel Reviews Sentiment Analysis
A notebook-based comparison of classical machine learning, LSTM, and DistilBERT sentiment approaches on hotel reviews.
- 04
Machine Learning / Cybersecurity
Network Intrusion Detection System
A reproducible NSL-KDD workflow for binary intrusion detection and attack-family classification, with a local model demonstration.
- 05
Algorithms / Article Experiment
Bubble Sort's Early Exit
Code, paired inputs, and recorded measurements explaining why a small early-exit check makes input order matter.
- 06
Model Debugging / Article Companion
INT8 Exact Replay
A numerical debugging companion investigating a one-code difference between an INT8 classifier and a float-output replay.