Discover the limitless possibilities of Generative AI with our in-depth course, "Generative AI Mastery" This expertly designed program takes you on a journey from foundational principles to advanced techniques, offering a hands-on experience that equips you with the skills needed to excel in the world of Generative AI.
Starting with the basics, the course introduces core concepts, ensuring that even those with limited AI knowledge can quickly grasp the fundamentals. As you progress, you’ll delve into more complex topics, focusing on how to build, deploy, and optimize cutting-edge AI models. Using industry-leading tools such as Langchain, LlamaIndex,Chainlit,OpenAI, Vector Databases, LLMs, and Huggingface, you'll learn to create robust AI solutions that can be applied to real-world scenarios.
📌Generative AI Mastery Full Course Part 2: https://youtube.com/playlist?list=PLkz_y24mlSJYLDTFx1PTj24XbVXjObW1Q&si=6xRNlOC017EqsHev
📌Course Resources: https://github.com/entbappy/Generative-AI-Mastery-Resources
Contents of this video
00:00:00 - Course Introduction
00:03:53 - Introduction of the Instructor
00:05:09 - Introduction to Generative AI
00:23:08 - End to end Generative AI Pipeline
00:59:10 - Data Preprocessing & cleaning
01:24:29 - Data representation & vectorization for the model training
02:28:14 - Text Classification Practical
02:41:22 - Introduction to Large Language Models & its architecture
03:02:45 - In depth intuition of Transformer-Attention all your need Paper
03:32:36 - How ChatGPT is trained
03:43:01 - Introduction of Hugging Face
03:55:19 - Hands-On Hugging Face - Transformers, HF Pipeline, Datasets, LLMs
04:09:37 - Data processing,Tokenizing and Feature Extraction with hugging face
04:16:51 - Fine-tuning using a pretrain models
04:29:36 - Hugging face API key generation
04:30:57 - Project: Text summarization with hugging face
04:54:13 - Project: Text to Image generation with LLM with hugging face
05:09:02 - Project: Text to speech generation with LLM with hugging face
05:11:31 - Introduction to OpenAI
05:20:29 - How to generate OpenAI API key?
05:24:03 - Local Environment Setup
05:26:30 - Hands on OpenAI - ChatCompletion API and Completion API
05:54:01 - Function Calling in OpenAI
06:08:28 - Project: Telegram bot using OpenAI
06:43:35 - Project: Finetuning of GPT-3 model for text classification
06:54:08 - Project: Audio Transcript Translation with Whishper
07:12:11 - Project: Image genration with DALL-E
07:17:39 - Mastering Prompt Engineering
07:42:06 - The Complete Introduction to Vector Databases
08:10:22 - Mastering Vector Databases with ChromaDB
08:54:02 - Mastering Vector Databases with Pinecone
09:18:56 - Mastering Vector Databases with Weaviate
09:34:42 - Introduction & Installation and setup of langchain
09:50:49 - Prompt Templates in Langchain
09:54:50 - Chains in Langchain
10:04:18 - Langchain Agents and Tools
10:09:46 - Memory in Langchain
10:16:58 - Documents Loader in Langchain
10:20:42 - Multi-Dataframe Agents in Langchain
10:25:07 - How to use Hugging face Open Source LLM with Langchain
Check out my other playlists:
► MLOps Production Ready Machine Learning Project: https://youtube.com/playlist?list=PLkz_y24mlSJZvJOj1UXiJPVRQrNFdNEXX&si=yxL3EpwDcOslx3du
► End To End Data Science Projects Implementation: https://youtube.com/playlist?list=PLkz_y24mlSJaGcOXgJSuMM62sFha4fank&si=L0O96gFeduHCEVdi
► MLflow For Data Science | MLOps: https://youtube.com/playlist?list=PLkz_y24mlSJZrqiZ4_cLUiP0CBN5wFmTb&si=mOOoyy6gcNmG3IqS
► The Complete Self Driving Car Course: https://youtube.com/playlist?list=PLkz_y24mlSJawbZz-fJrrxZi0QNmJ5aP6&si=iC2PZhLG5Q5J3tF6
► Object Detection Using YOLO v6: https://youtube.com/playlist?list=PLkz_y24mlSJY3H0WZGY2XKvuFdvkJS9oM
► Object Detection Using YOLO v7: https://youtube.com/playlist?list=PLkz_y24mlSJagh6O2MIrgI-Ki-t1rhjLI
► Sign Language Detection Using YOLO v5: https://youtube.com/playlist?list=PLkz_y24mlSJYWpwFbU8fyaBSwihoVHiJz
►ONNX (Open Neural Network Exchange): https://youtube.com/playlist?list=PLkz_y24mlSJZJx9sQJCyFZt50S4ji1PeR
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