Generative AI from Basic to Advance - LLM Fine-Tuning 09: Fine-Tuning BERT for NLP (NER, Sentiment, QA) | Hugging Face #huggingface #llm

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

Fine-Tuning BERT for Any NLP Task (Text Classification, Sentiment Analysis, Question Answering) — Hugging Face Tutorial (2025) In this video, we’ll fine-tune BERT using Hugging Face Transformers for multiple NLP tasks, including: Text Classification (categorizing text into labels) Sentiment Analysis (positive/negative/neutral) Question Answering (QA) (extractive QA using datasets like SQuAD) You’ll learn step by step: Setting up Hugging Face Transformers and Datasets Loading pre-trained BERT (bert-base-uncased) Preparing and tokenizing datasets for NLP tasks Training BERT using Trainer API (with full code walkthrough) Evaluating performance and metrics Pushing your fine-tuned model to Hugging Face Hub Running inference with pipeline() and API By the end, you’ll be able to fine-tune and deploy your own BERT-based NLP models for real-world use cases. 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