LLM Engineering for Bangla

Fine-tune, evaluate, and ship Bangla-fluent language models.

14 weeks·Advanced·Mentor-reviewed·Bilingual·Certificate included

ABOUT THIS COURSE

Bangla is severely under-served by current LLMs. In this professional-track course you will assemble a Bangla instruction dataset, fine-tune a 7B model with LoRA, build an evaluation harness with native speakers, and deploy a chat product.

WHAT YOU'LL LEARN

  1. 01

    Curate a 50k-row Bangla instruction set

  2. 02

    LoRA-fine-tune a 7B base model

  3. 03

    Build a Bangla-native eval harness

  4. 04

    Deploy chat with streaming and citations

CURRICULUM

MODULE 01Bangla Dataset Engineering1 lessons
  • LABBuild a 50k instruction dataset180m
MODULE 02LoRA Fine-Tuning2 lessons
  • VIDEOWhy LoRA, not full fine-tune22m
  • LABFine-tune a 7B base on Bangla240m
MODULE 03Evaluation1 lessons
  • LABNative-speaker eval harness90m
MODULE 04Production Chat1 lessons
  • PROJECTCapstone: ship a Bangla chat app240m