Multimodal RAG: AI Search & Recommender Systems with GPT-4
What you'll learn
- Understand and implement Retrieval-Augmented Generation (RAG) with multimodal data (text, images).
- Build AI-powered search and recommender systems using GPT-4, CLIP, and ChromaDB.
- Generate and utilize text and image embeddings to perform multimodal searches.
- Develop interactive applications with Streamlit to handle user queries and provide AI-driven recommendations
Requirements
- Basic understanding of Python programming.
- Familiarity with machine learning concepts (embeddings, vectors).
- No prior experience with multimodal systems is needed, but knowledge of AI tools like GPT or CLIP will be helpful.
- A computer with internet access and the ability to install Python libraries like Streamlit, OpenAI, and ChromaDB.
Description
Are you ready to dive into the cutting-edge world of AI-powered search and recommender systems? This course will guide you through the process of building Multimodal Retrieval-Augmented Generation (RAG) systems that combine text and image data for advanced information retrieval and recommendations.
In this hands-on course, you'll learn how to leverage state-of-the-art tools such as GPT-4, CLIP, and ChromaDB to build AI systems capable of processing multimodal data—enhancing traditional search methods with the power of machine learning and embeddings.
What You’ll Learn:
Master Multimodal RAG: Understand the concept of Retrieval-Augmented Generation (RAG) and how to implement it for both text and image-based data.
Build AI-Powered Search & Recommendation Systems: Learn how to construct search engines and recommender systems that can handle multimodal queries, using powerful AI models like GPT-4 and CLIP.
Utilize Embeddings for Cross-Modal Search: Gain practical experience generating and using embeddings to enable search and recommendations based on text or image input.
Develop Interactive Applications with Streamlit: Create user-friendly applications that allow real-time querying and recommendations based on user-provided text or image data.
Key Technologies You'll Work With:
GPT-4: A cutting-edge language model that powers the AI-driven recommendations.
CLIP: An advanced AI model for generating image and text embeddings, making it possible to search images with text.
ChromaDB: A high-performance vector database that enables fast and efficient querying for multimodal embeddings.
Streamlit: A simple yet powerful framework for building interactive web applications.
No prior experience with multimodal systems? No problem!
This course is designed to make advanced AI concepts accessible, with detailed, step-by-step instructions that guide you through each process—from generating embeddings to building complete AI systems. Basic Python knowledge and a curiosity for AI are all you need to get started.
Enroll today and take your AI development skills to the next level by mastering the art of multimodal RAG systems!
Who this course is for:
- Aspiring AI Developers: Individuals looking to build AI-powered applications that integrate text and image data.
- Data Scientists: Professionals aiming to enhance their skills in multimodal data processing and retrieval.
- Machine Learning Engineers: Those seeking to implement advanced search and recommender systems using state-of-the-art models.
Instructor
Hi, I’m Paulo – Your Guide to Mastering Development, Cloud, and AI Engineering
With a passion for empowering learners, I’ve had the privilege of teaching over 350,000 students across 175 countries. Whether you’re diving into Android, Java, Flutter, AWS Cloud, or venturing into the world of AI engineering, I’m here to help you unlock your full potential.
My Expertise
I bring extensive hands-on experience in:
AI Engineering
Mobile App Development (Android & iOS)
Cross-Platform Development (Flutter, Dart, and JavaFX)
AWS Cloud Solutions
And now, I’m also focused on the AI engineering landscape, helping developers leverage the power of machine learning and automation in their projects.
My Mission
No matter where you are in your journey—whether you're just starting or looking to sharpen advanced skills—my courses are designed to make you an exceptional developer and AWS Cloud Practitioner, equipped to tackle real-world challenges. Beyond coding, I enjoy spending time with my growing family, playing the guitar and mandolin, and traveling whenever I get the chance.
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