Generative AI from Basic to Advance - LLM Fine-Tuning 22: Fine-Tune Any SLM (Small Language Model) | Crash Course with Practical(Unsloth)

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 DeepLearning Sunny Savita FInetuning Llama Finetuning

Full Transcript

Finetune Any SLM (Small Language Model) | End-to-End Crash Course with Real Project In this video, we go step-by-step into Small Language Models (SLMs) and build a complete end-to-end fine-tuning pipeline using Unsloth + LoRA + QLoRA. You’ll clearly understand: What SLM vs LLM really means (with research-backed clarity) Why SLMs are the future of Agentic AI How companies are moving from LLM-first to SLM-first architectures How to fine-tune SLMs locally / on Colab with minimal GPU cost How to build a real-world fine-tuning project (not just theory) 🚀 What You’ll Learn in This Video What is a Large Language Model (LLM)? What is a Small Language Model (SLM)? LLM vs SLM — real differences that matter in production Why TinyLlama, Phi-2, Gemma, DeepSeek-Distill are powerful Understanding SLM Leaderboards & benchmarks Unsloth explained (why it’s fast & memory-efficient) LoRA & QLoRA — how fine-tuning really works Dataset formats: Alpaca, ShareGPT, Dolly, Custom CSV End-to-end SLM Fine-Tuning Project 📌 Tools & Tech Used Unsloth Hugging Face LoRA / QLoRA PyTorch TRL TinyLlama, Phi, Gemma, DeepSeek Material & Resources: https://github.com/sunnysavita10/Complete-LLM-Finetuning/tree/main/LLM%20Fine-Tuning-22-Finetune-Any-SLM https://azure.microsoft.com/en-us/resources/cloud-computing-dictionary/what-are-small-language-models https://llm-explorer.com/list/?small= https://arxiv.org/pdf/2506.02153 🔔 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 #preference alignment #rlhf #dpo #ppo #rewardmodel #llamafactory #lora #unsloth #axolotl #openai #openaiapi 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