Research & Data Systems

Core projects focused on modeling, reproducible pipelines, network analysis, language tooling, and decision-oriented analytics.

Market Analytics

(LLM-assisted pipeline)
2025

Reproducible time-series analytics pipeline for commodity price data, from ingestion and feature engineering to modeling and evaluation.

PythonTime-series analysisSQLiteSnakemakeLLMs (Ollama)

tNet Analysis

(temporal graphs)
2024

Modular toolkit for constructing, simulating, and analyzing temporal networks, with integration and segregation metrics.

PythonTemporal networksDynamic functional connectivityGraph algorithmsRandom walks

Network Degeneration

(Spiking Networks)
2023

Reproducible pipeline to study how staged structural degeneration alters dynamical activity in spiking neuronal networks.

PythonGraph algorithmsMultivariate predictionNumPy / NPZ datasetsParallel execution

Webdev interest

Basic Standalone and complementary web applications showcasing front-end design, deployment practices, API-driven functionality, and interactive tooling.

Amharic Normalization & Canonical Representation

(Canonical Orthographic Framework)
2025

Deterministic orthographic normalization framework for Amharic, featuring a reversible canonical representation (CAR), ambiguity-aware Latin decoding, and bidirectional punctuation standardization.

PythonFastAPIReact / ViteCanonical encoding designBidirectional transliteration