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Multimodal GenAI RAG Apps

Last updated on November 9, 2024 8:51 pm
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Description

What you’ll learn

  • Build RAG models to augment LLM knowledge
  • Build multi-modal apps with different LLM models including Text, Speech and Image
  • Understand the different RAG components and Design Patterns
  • Design RAG systems and identify the best design choices for each application

This is Part 2 of the Practical GenAI Sequel.

The objective of the sequel is to prepare you to be a professional GenAI engineer/developer. I will take you from the ground-up in the realm of LLMs and GenAI, starting from the very basics to building working and production level apps.

The spirit of the sequel is to be “hands-on”. All examples are code-based, with final projects, built step-by-step either in python, Google Colab, and deployed in streamlit.

By the end of the courses sequel, you will have built chatgpt clone, Midjourney clone, Chat with your data app, Youtube assistant app, Ask YouTube Video, Study Mate App, Recommender system, Image Description App with GPT-V, Image Generation app with DALL-E and StableDiffusion, Video commentator app using Whisper and others.

We will cover prompt engineering approaches, and use them to build custom apps, that go beyond what ChatGPT knows. We will use OpenAI APIs, LangChain and many other tools.

We will build together different applications using streamlit as our UI and cloud deployment framework. Streamlit is known of its ease of use, and easy python coding.

With the power of GPT models, either by OpenAI, or opensource (like Llama or Mixtral on Huggingface), we will be able to build interesting applications, like chatting with your documents, chatting with youtube videos, building a state-of-the art recommender systems, video auto commentator and translator from one voice to another.

We will mix modalities, like Image with GPT-V and DALL-E, Text with ChatGPT: GPT3.5 and GPT4, and voice with Whisper.

We will be able to feed the AI models with our custom data, that is not available on the internet, and open models like ChatGPT do not know about. We will cover advanced and state-of-the art topics like RAG models, and LLM Agents.

Who this course is for:

  • Entrepreneurs that want to build new ideas with GenAI
  • Developers that integrate AI capabilities in their apps
  • GenAI engineers/developers

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