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