Hands-On-LLM-Fine-Tuning

Hands-on tutorials on fine-tuning various LLMs using different fine-tuning techniques

Full Fine-Tunning

• Training GPT-2 From Scratch: A Step-by-Step Guide

Parameter Efficient Fine-Tuning (PEFT)

• Finetune Falcon-7b with LoRA: A Step-by-Step Guide

Instruction Fine-Tunning

• Instruction Fine-Tuning FLAN-T5 Large Language Models for Summarization: Step-by-Step Guide
• Instruction Fine-Tuning LLM using SFT for Financial Sentiment: A Step-by-Step Guide

Reasoning Fine-Tunning

• Fine-Tuning DeepSeek R1 on Reasoning Task with Unsloth [Part 1]
• Fine-Tuning DeepSeek R1 on Reasoning Task with Unsloth [Part 2]
• Gemma 3 Financial Reasoning Fine-Tuning
• Gemma 3 Medical Reasoning Fine-Tuning
• Gemma 3 Reasoning Fine-Tuning with GRPO [Part 1]
• Gemma 3 Reasoning Fine-Tuning with GRPO [Part 2]
• Qwen 3 Mathematical Reasoning Fine Tuning with GRPO Technique #1
• Qwen 3 Mathematical Reasoning Fine Tuning with GRPO Technique #2

Fine-Tunning Frameworks

• Fine-Tuning Mistral 7B with Hugging Face AutoTrain to Generate Better Midjourney Prompts