LLM Fine-Tuning 15: Instruction Fine-Tuning Explained | Domain-Specific FineTuning with Hugging Face

Sunny Savita · Beginner ·🧠 Large Language Models ·6mo ago
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
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