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jcbnesh.com — home, Yagub Ismayilli
Selected work

What I've been working on.

Each one follows the same shape: the problem, the approach, and the results with the numbers attached.


2 projects

January 2026 — May 2026

Azerbaijani Handwritten Text Recognition

Evler.az LLC

An end-to-end OCR pipeline for handwritten Azerbaijani, a low-resource language with no usable existing system. Two-stage fine-tuning of TrOCR reached 3.47% character error rate, against 17.23% for a CNN–BiLSTM–CTC baseline.

3.47%
character error rate
10.4%
word error rate
75.7%
exact-line match
PyTorchHugging Face TransformersTrOCRPython
Case study
January 2025 — May 2025

Customer-Support Chatbot on a 4 GB GPU

GNI Software

Fine-tuning DialoGPT-small into a support assistant under a hard 4 GB VRAM ceiling — 20,000 prompt–response pairs mined from a 3M-tweet corpus, with the model's limitations documented rather than hidden.

117M
parameters
20,000
prompt–response pairs
4 GB
VRAM ceiling
PyTorchHugging Face TransformersDialoGPTPython
Case study