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Hands‑On LoRA/PEFT Portfolio Project: From Scratch to Production‑Ready Fine‑Tuning

A practical, end‑to‑end guide to building a LoRA‑based CV project from scratch, with runnable code, testing, and production‑ready extensions.

October 2, 2026 · 7 min · 1362 words · martinuke0
A developer working on a laptop with code snippets and a model diagram.

Hands‑On LoRA Fine‑Tuning Portfolio Project

Learn how to construct a runnable LoRA fine‑tuning side project that demonstrates production‑grade ML engineering skills and can be highlighted on your CV.

September 15, 2026 · 7 min · 1418 words · martinuke0
Terminal screenshot of a fine-tuning training run showing loss curves.

Fine-Tuning a Small LLM: A Hands-On Experiment

A working engineer’s journal of fine-tuning a small open-source LLM with LoRA on a custom dataset — the full pipeline, the surprises, and the measurable results.

September 5, 2026 · 9 min · 1816 words · martinuke0
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