Unstructured data was useless until now Vector ...
Well, of course, the unstructured database, the generative database. This database represents the vast majority of the world. Vector databases, unstructured data, PDFs, videos, speeches, all of the world's information, about 90% of what's generated every single year is unstructured data. Until now, this data has been completely useless to the world. We read it, we put it into our file system, and that's it. Unfortunately, we can't query it, we can't search for it. It's hard to do that. And the reason for that is because there's no easy indexing of unstructured data. You have to understand its meaning, its purpose. And so now we have AI do that. Just as AI was able to solve multi-modality perception and understanding, you can use that same technology, multi-modality perception and understanding, to go read a PDF to understand its meaning. And from that meaning, embed it into a larger structure that we can search into, we can query into. NVIDIA created two foundational libraries. Just like we created RTX for 3D graphics, we created CUDF for data frames, structured data. We created CUVS for vector stores, semantic data, unstructured data, AI data. These two platforms are going to be two of the most important platforms in the future. Super excited to see its adoption throughout the network, this complicated network of the world's data processing systems. And the reason for that is because data processing has been around a long time. And therefore...
Summary
The video discusses how AI and vector databases can transform unstructured data, making it searchable and useful. NVIDIA's CUDF and CUVS libraries are highlighted as key innovations in this area.
Key Points
- 90% of the world's information is unstructured data.
- Unstructured data includes PDFs, videos, and speeches.
- Previously, unstructured data was difficult to search and query.
- AI can now understand and index unstructured data effectively.
- NVIDIA developed CUDF and CUVS for structured and unstructured data.
- These platforms will enhance data processing systems globally.
Tags
Repurpose Ideas
- LinkedIn post: How AI transforms unstructured data processing
- Tweet: Key benefits of NVIDIA's CUDF and CUVS libraries
- Checklist: Steps to implement vector databases in your workflow
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