Generative AI from Basic to Advance - LLM Fine-Tuning 15: Instruction Fine-Tuning Explained | Domain-Specific FineTuning with Hugging Face

Master Generative AI: From Basics to Breakthroughs in AI Models and RAG Systems

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26 learners

What you'll learn

Understand the evolution of generative AI from classical to modern techniques
Apply RAG and LangChain for building scalable AI applications
Implement end-to-end pipelines using LlamaIndex and LLM fine-tuning methods
Deploy AI models with CI/CD pipelines and container orchestration tools

This course includes

124.5 hours of video
Certificate of completion
Access on mobile and TV

Summary

Keywords

python programming generative ai langchain sunny savita rag LLM FineTuning FineTuning LargeLanguageModels HuggingFace Transformers LlamaFactory TransferLearning DeepLearning

Full Transcript

Learn Instruction Fine-Tuning (SFT) step-by-step with practical examples! In this video, we’ll decode how models like ChatGPT, Alpaca, and Dolly are trained to follow human instructions instead of just continuing text. You’ll understand: ✅ What is Fine-Tuning and why do we do it ✅ Difference between Non-Instruction and Instruction Fine-Tuning ✅ Why it’s called Supervised Fine-Tuning (SFT) ✅ How to format datasets (instruction, input, output) ✅ Real examples using Metformin (Pharma domain) ✅ How models learn to follow commands like “Explain”, “Summarize”, and “List” ✅ Dataset creation methods – Manual, SME-based, or LLM-Synthetic By the end, you’ll clearly know how to prepare your own Instruction Dataset for domain-specific fine-tuning and how it transforms a base LLM into a helpful assistant. Material & Resources: https://github.com/sunnysavita10/Complete-LLM-Finetuning/tree/main/LLM%20Fine-Tuning-15-Instruction%20Fine-Tuning%20Explained%20-Domain-Specific%20Fine-Tuning%20with%20Hugging%20Face 🔔 Like, Share & Subscribe to stay updated with the full LLM fine-tuning playlist. Got questions or topic requests? Drop a comment below 👇. 📌 Keywords Covered: #LLMFineTuning #LLMQuantization #GPTQ #PTQ #QAT #AWQ #GGUF #GGML #llamaCpp #DeepLearning #NeuralNetworkOptimization #Transformers #HuggingFace #LangChain #LangGraph #RAG #AdvancedRAG #AIAgents #AgenticAI #GenerativeAI #LLMTutorial #AIProjects #AIForDevelopers #TransferLearning #FineTuning #PretrainedModels #OpenSourceAI #LLM #MachineLearning #ArtificialIntelligence #AITutorial #Python #Chatbot #StructuredOutput #PromptEngineering #TextGeneration #Embedding #LLMWorkflow #SunnyAI #YouTubeLearning #AIautomation #AIForBusiness #EndToEndTutorial #LLMFineTuning #DomainSpecificLLM #HuggingFace #SunnySavita #AIProjects #LangChain #FineTuningTutorial #AIML #LoRA #QLoRA #AITraining #CustomLLM #PDFData Multimodel RAG Playlist: https://www.youtube.com/watch?v=7CXJWnHI05w&list=PLQxDHpeGU14D6dm0rmAXhdLeLYlX2zk7p&pp=gAQBiAQB RAG detailed playlist: https://www.youtube.com/watch?v=wTVTkOb3SZc&list=PLQxDHpeGU14Blorx3Ps1eZJ4XvKET1_vx&pp=gAQBiAQB GenAI Foundation Playlist: https://www.youtube.com/watch?v=ajWheP8ZD70&list=PLQxDHpeGU14D7NiPgqxC9qhKkx4jMQcDk&pp=gAQBiAQB Connect with me on social media LinkedIn: https://www.linkedin.com/in/sunny-savita/ One-to-One Call: https://topmate.io/sunny_savita10 GitHub: https://github.com/sunnysavita10 Telegram: https://t.me/aimldlds