Fine-Tuning LLM on Custom Dataset with Single GPU - Complete Tutorial for Sentiment Analysis

Fine-Tuning LLM on Custom Dataset with Single GPU - Complete Tutorial for Sentiment Analysis

Venelin Valkov via YouTube Direct link

24:51 - Save the trained model

9 of 11

9 of 11

24:51 - Save the trained model

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

Fine-Tuning LLM on Custom Dataset with Single GPU - Complete Tutorial for Sentiment Analysis

Automatically move to the next video in the Classroom when playback concludes

  1. 1 00:00 - When to fine-tune?
  2. 2 04:22 - Notebook setup
  3. 3 06:30 - Dataset preparation
  4. 4 09:54 - Load model and tokenizer Qwen3 0.6B
  5. 5 12:20 - Token counting
  6. 6 13:57 - Untrained model predictions
  7. 7 15:20 - Training setup LoRA, optimizer, learning rate
  8. 8 23:32 - Training logs in TensorBoard
  9. 9 24:51 - Save the trained model
  10. 10 26:07 - Evaluation
  11. 11 29:58 - Upload to HuggingFace Hub

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.