Projects
Things I've built.
Showing all 9 projects
MAScan
Multi-agent AI system for strategic market analysis. Six specialist agents, one per PESTEL dimension, each with its own evidence source.
Stratum — Open-Source Contributor
An open-source ML system for efficiently executing large-scale agentic pipeline search.
Thabetha
Mutually-confirmed debt tracking for shops, freelancers, and friends. Built at SalamHack 2026.
From Classical ML to LLMs in NLP
A comparative analysis of NLP evolution, evaluating multilingual transfer in medical contexts and benchmarking LLMs against classical machine learning on structured data.
Building Mini LLM
An end-to-end Mini-LLM pipeline that evolves from statistical n-gram models to neural and transformer-based language models, with systematic benchmarking and evaluation.
Financial News Sentiment Analysis
Sentiment classifier for financial headlines using Naive Bayes, FFNs, and BERT-based RNNs. F1 0.773 multiclass / 0.892 binary.
ECG Time Series Classification
Deep learning pipeline classifying ECG signals into Normal, AF, Other, and Noisy classes. 77% weighted F1 on 6k+ records.
Fairfluence
Open-source Python tool for advanced dataset profiling and fairness analysis. Integrates with OpenML and Hugging Face.
Material Management System
Bachelor's team project at FU Berlin — equipment tracking system for a mountain climbing association.