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Challenges and Innovations in Analyzing Unstructured Data
This chapter explores the challenges of handling unstructured data compared to structured data, discussing specialized tools like computer vision data management systems and general-purpose tools for various data types. The speakers delve into the development of tools for analysts on top of LANs, the evolution towards using arrow as the standard format for in-memory data, and the optimization of encodings using SIMD for faster processing. They also discuss multimodal databases, illustrating how multimodal embeddings and vector search can enhance applications by combining different modalities for improved results.