hironze swallow markhironze

Agadir, Morocco

I build small language models, and I'm slowly building an English-Tachlhit dataset by hand.

I work somewhere between data, language models, and software. Lately I've been interested in small models, languages with less data, and figuring out what actually works outside a notebook.

see what I'm working on

Curious about how things work.

I like taking things apart, figuring out why they work, and building my own version.

My background is in computer science and data science. Most of the things I build end up somewhere around machine learning, language models, data, or software engineering.

I'm particularly interested in smaller models and low-resource languages: the part where an idea leaves the paper and has to actually run.

Right now: efficient inference, model routing, and Amazigh language data.

What I'm building

Making models do more with less

ongoing

An ongoing set of experiments in parameter-efficient fine-tuning and smaller language models, testing how much performance survives under 3 billion parameters. Current playground: agriculture and hydrology question answering.

Python, PyTorch, QLoRA, PEFT, and vLLM.

English-Tachlhit, from scratch

early stage

A clean English-Tachlhit parallel dataset, built by hand, meant to make experimenting with this underrepresented language a little easier. Collecting, cleaning, aligning, and checking everything myself.

Dataset design, Tachlhit, multilingual NLP, and data cleaning.

I'm less interested in making something look impressive and more interested in finding out whether it actually works.

Off the clock

Not everything has to be about machine learning.

DrawingPortraits & figuresClay sculptingCustomizing clothesGuitar & musicLinux

Reading: ML papers, language research, and things I find interesting.

Building: small model experiments and the Tachlhit dataset.

Current directions.

There's always another experiment to run, another dataset to clean, or another idea that probably shouldn't work but might.

Have something interesting?