Nafim
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Writing

The blog

Thoughts on ML research, engineering, and things I'm learning.

April 18, 2026

Building BanglaLLM: Training a Language Model from Scratch

Why I trained a 100M parameter transformer specifically for Bangla, what broke along the way, and what I learned about tokenisation, data quality, and the gap between "it runs" and "it works".

  • NLP
  • Machine Learning
  • Research
  • Python

July 18, 2024

A Weekend at Kaptai Lake

Leaving Dhaka behind for a few days, I found myself on a wooden boat gliding across Kaptai Lake — the largest artificial lake in Bangladesh — surrounded by mist, green hills, and an unexpected kind of quiet.

  • Travel
  • Bangladesh
  • Life

S M Nafim NiloyResearcherSoftware Engineer

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