Generative AI from Basic to Advance - LLM Fine-Tuning 10: LLM Knowledge Distillation | How to Distill LLMs (DistilBERT & Beyond) Part 1

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 ai generative ai langchain sentence transformer nlp sunny savita rag aiagents LLM FineTuning FineTuning LargeLanguageModels HuggingFace

Full Transcript

In this video (Part 1 of our Fine-Tuning Series), we dive into LLM Knowledge Distillation – a powerful way to make Large Language Models (LLMs) like BERT, DistilBERT, and LLaMA smaller, faster, and cheaper to run without losing too much performance. You’ll learn: What Knowledge Distillation is and why it matters for LLMs How Teacher-Student training works (with Hugging Face Transformers) A hands-on DistilBERT distillation example using PyTorch & Hugging Face How to apply these concepts to other models like LLaMA and custom LLMs Tips to speed up inference, cut costs, and deploy on edge devices Perfect for: ML Engineers Data Scientists Students & Researchers Anyone building with LLMs in 2025! Code Repository & Notes: https://github.com/sunnysavita10/Complete-LLM-Finetuning/blob/main/BERT_Finetuning.ipynb Got questions or topic requests? Drop a comment below 👇. 🔔 Subscribe for more AI tutorials 📢 Like 👍 | Comment 💬 | Subscribe 🔔 for more LLM power content! 📌 Keywords Covered: #LLMFineTuning #RNNvsTransformer #AITransformers #DeepLearning #NeuralNetworks #FineTuningExplained #TransformerRevolution #LLMSeries #MLTutorials #Finetuning #RAG #AIAgents #LLMWorkflow #AIForBusiness #LLMComparison #LangChain #OpenAI #EnterpriseAI #PromptEngineering #HuggingFace #LLMTutorial #SunnyAI #Transformers2025 Drop your questions/suggestions in the comments—let’s build this together! Don't miss out; learn with me! #langchain LangGraph #AIagents #StructuredOutput #GenerativeAI #LangChain #AIautomation #llm #embedding #ai #futureai #generativeai #genai #textgeneration #ragapp #langchain #programminglogic #python #chatbot #openai #gpt #langchainj #rag #crossencoder #transformers #multiretriever #ragfusion #advancerag #llamaindex #langchain #gemini #google #rag #LCEL #langgraph #aiagent #react #aiagents #aiagents #agenticAI #generativeai #doctorappointment #automation #AI #MachineLearning #DeepLearning #ArtificialIntelligence #mlbb #LLM #LargeLanguageModels #LLMFineTuning #FineTuning #TransferLearning #PretrainedModels #HuggingFace #Transformers #TRL #Unsloth #LlamaFactory #opensourceai #AITutorial #AIEducation #LearnAI #EndToEndTutorial #AIForBeginners #aifordevelopers #TechWithMe #CodingWithAI #AITools #AIProjects #GenAI #YouTubeLearning #llm #finetuning #aiagents #huggingface #generativeai #peft #lorafinetuning #qlora #ai #mltools PDF: https://github.com/sunnysavita10/langgraph-end-to-end/tree/main/multiagent_system End-to-End-Langgraph-Project: https://github.com/sunnysavita10/doctor-appoitment-multiagent 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