freeCodeCamp.org

In this comprehensive Generative AI course from @dswithbappy, you'll dive deep into the world of generative AI, exploring key concepts such as large language models, data preprocessing, and advanced techniques like fine-tuning and RAG. Through hands-on projects with tools like Hugging Face, OpenAI, and LangChain, you’ll build real-world applications from text summarization to custom chatbots. By the end, you'll have mastered AI pipelines, vector databases, and deployment techniques using platforms like Google Cloud Vertex AI and AWS Bedrock. 💻 Code and resources: https://github.com/entbappy/Generative-AI-Mastery-Resources Boktiar's other channel and LinkedIn: https://www.youtube.com/@CodeCommander-d6t https://www.linkedin.com/in/boktiarahmed73/ More courses: https://euron.one/ ❤️ Try interactive AI courses we love, right in your browser: https://scrimba.com/freeCodeCamp-AI (Made possible by a grant from our friends at Scrimba) ⭐️ Contents ⭐️ 0:00:00 Course Introduction 0:04:36 Introduction of the Instructor 0:05:52 Introduction to Generative AI 0:23:51 End to end Generative AI Pipeline 0:59:53 Data Preprocessing & cleaning 1:25:12 Data representation & vectorization for the model training 2:28:57 Text Classification Practical 2:42:05 Introduction to Large Language Models & its architecture 3:03:28 In depth intuition of Transformer-Attention all your need Paper 3:33:19 How ChatGPT is trained 3:43:44 Introduction of Hugging Face 3:56:02 Hands-On Hugging Face - Transformers, HF Pipeline, Datasets, LLMs 4:10:20 Data processing,Tokenizing and Feature Extraction with hugging face 4:17:34 Fine-tuning using a pretrain models 4:30:19 Hugging face API key generation 4:31:40 Project: Text summarization with hugging face 4:54:56 Project: Text to Image generation with LLM with hugging face 5:09:45 Project: Text to speech generation with LLM with hugging face 5:12:14 Introduction to OpenAI 5:21:12 How to generate OpenAI API key? 5:24:46 Local Environment Setup 5:27:13 Hands on OpenAI - ChatCompletion API and Completion API 5:54:44 Function Calling in OpenAI 6:09:11 Project: Telegram bot using OpenAI 6:44:18 Project: Finetuning of GPT-3 model for text classification 6:54:51 Project: Audio Transcript Translation with Whishper 7:12:54 Project: Image genration with DALL-E 7:18:22 Mastering Prompt Engineering 7:42:49 The Complete Introduction to Vector Databases 8:11:05 Mastering Vector Databases with ChromaDB 8:54:45 Mastering Vector Databases with Pinecone 9:19:39 Mastering Vector Databases with Weaviate 9:35:25 Introduction & Installation and setup of langchain 9:51:32 Prompt Templates in Langchain 9:55:33 Chains in Langchain 10:05:01 Langchain Agents and Tools 10:10:29 Memory in Langchain 10:17:41 Documents Loader in Langchain 10:21:25 Multi-Dataframe Agents in Langchain 10:25:50 How to use Hugging face Open Source LLM with Langchain 10:32:00 Project: Interview Questions Creator Application 11:29:26 Project: Custom Website Chatbot 11:46:21 Introduction to