Complete LLM Fine Tuning Tutorial for Beginners (Free and Open Source) | Explained in Tamil | GenAI
Skills:
Fine-tuning LLMs90%
Key Takeaways
This video teaches LLM fine tuning from scratch using free and open source tools in Tamil
Original Description
🚀 Learn LLM Fine Tuning from Scratch (Tamil) | Complete GenAI Playlist
Learn Large Language Model (LLM) Fine Tuning from scratch in Tamil through this complete end-to-end Generative AI playlist. This series is designed to help beginners and professionals understand how modern GenAI systems and open source LLMs work internally, and how to fine tune them for real world applications.
This playlist explains LLM fundamentals, fine tuning strategies, and hands-on implementation using modern tools like Hugging Face, LoRA, PEFT, and Quantization. Every concept is explained step-by-step in simple Tamil with practical demonstrations, making it easy for developers and AI enthusiasts to follow along.
Code Used:
https://github.com/akash-balakrishnan-22/fine-tuning-beginners/blob/main/notebooks/Fine_Tuning_compete.ipynb
All Complete Tutorials for Beginners:
RAG: https://www.youtube.com/watch?v=4Qp5D5hcE4A
CrewAI Agents: https://www.youtube.com/watch?v=PgPo9WHQczw
LangGraph Agents: https://www.youtube.com/watch?v=vVtzWXTv3vM
MCP: https://www.youtube.com/watch?v=2wyaDf04n_I
FastAPI: https://www.youtube.com/watch?v=DRPpaFNpS-8
Socials:
1:1 Mentorship : https://topmate.io/akash_balakrishnan/706031
LinkedIn: https://linkedin.com/in/akashb22
Instagram: https://instagram.com/ai.with.akash
📚 What You Will Learn
🧠 LLM Fundamentals
What are Large Language Models (LLMs)
How LLMs understand and generate text
Encoding and decoding inside transformer models
Tokenization and how text becomes tokens
Understanding special tokens and tokenizers
How attention mechanisms work in LLMs
🤖 Types of LLM Models
Difference between Base LLM vs Instruct LLM
What are Open Source LLMs vs Open Weights models
Understanding popular open models like Llama, Mistral, and others
Model formats such as GGUF and model quantization formats
⚙️ Fine Tuning Concepts
What is LLM Fine Tuning
When to use Fine Tuning vs RAG
Dataset preparation for training LLMs
Instruction datasets and conversation datasets
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