???? Do you want to learn how to create an AI that goes beyond standard responses? In this complete tutorial, you will discover how to use the power of Large Language Models (LLMs) like ChatGPT, combined with the RAG (Retrieval-Augmented Generation) technique, to create a personalized Artificial Intelligence that responds based on specific data that you provide! ???? What will you learn? Chapters: [00:00] Introduction to the Tutorial and Objective [01:00] What is RAG and its Importance [03:45] Overview of LLM Models [06:30] Practical Application Example with ChatGPT [09:15] Need for Private and Sensitive Data [11:50] RAG System Pipeline [14:20] Vector Database and Embeddings [17:05] Using Hugging Face and LangChain [19:45] Integrating LLMs and External Data [23:00] Loading Documents into LangChain [26:30] Creating and Storing Embeddings [29:00] Querying and Data Retrieval [32:10] Practical Examples of Q&A [35:45] Final Considerations and Future Applications ???? This video is perfect for: Developers who want to advance the use of AI in practical projects. Data science and machine learning students who want to learn the latest AI integration techniques. Artificial Intelligence enthusiasts who want to go beyond the basics with ChatGPT. ???? What you will learn: 1. How to integrate LLMs with additional data using RAG. 2. How to load documents, create embeddings and store them in vector databases. 3. How to run powerful AI models even on low-end CPUs, with LangChain and Hugging Face. ???? Subscribe to the Data Science channel and follow us on Instagram for more exclusive content about AI, machine learning and automation: YouTube: [Data Science] Instagram: @cienciadosdados Script: Link below, search on TELEGRAM: https://linktr.ee/cienciadosdados This is Eduardo and if you enjoyed the chat, like it, subscribe and turn on notifications. There's a lot more coming to help you earn over 8k as a Data Scientist.. Follow me on other networks ⤵️ Instagram ???? / cienciadosdados Facebook ???? / cienciadosdadosbr Linkedln ???? / cienciadosdados Telegram ???? https://t.me/cienciadosdadosraiz And check out my website ⤵️ https://cienciadosdados.com/ Simbóra ???????? #InteligenciaArtificial #MachineLearning #DataScience #RAG #LangChain #HuggingFace #LLMs #ChatGPT #OpenAI #GPT4 #Embeddings #ChromaDB #Python #Automacao #IA #DeepLearning #RetrievalDeInformacoes #ProgramacaoPython #CienciaDeDados #VectorDatabases #HuggingFaceTransformers #LangChainAI #AIProjects #DataScience #AITutorials #PracticalArtificialIntelligence #AIforBusiness #Automation #RuggingFace