https://ai-blog.noorshomelab.dev/tags/faiss/Recent content in FAISS on AI VOIDHugoenFri, 20 Mar 2026 00:00:00 +0000https://ai-blog.noorshomelab.dev/multimodal-ai-guide-2026/hands-on-multimodal-search-assistant/Fri, 20 Mar 2026 00:00:00 +0000https://ai-blog.noorshomelab.dev/multimodal-ai-guide-2026/hands-on-multimodal-search-assistant/<h2 id="introduction">Introduction</h2> <p>Welcome to an exciting hands-on chapter! In our previous discussions, we&rsquo;ve explored the core concepts of multimodal AI, delving into how different data types—text, images, audio, and video—can be processed and integrated. We&rsquo;ve talked about representation learning, data fusion, and the importance of shared embedding spaces. Now, it&rsquo;s time to put that knowledge into action!</p> <p>In this chapter, we&rsquo;ll embark on a practical project: building a simple yet powerful <strong>Multimodal Search Assistant</strong>. Imagine having a personal knowledge base where you can search for information not just by text, but also by what an image looks like, or even a combination of both. This assistant will allow us to index both text documents and images, and then query them using natural language. We&rsquo;ll leverage state-of-the-art pre-trained models to create a shared understanding across modalities, making our search truly multimodal.</p>