Data Engineering for Multimodal AI: Architecting Scalable Systems for Next-Generation AI Applications
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A shift is underway in how organizations approach data infrastructure for AI-driven transformation. As multimodal AI systems and applications become increasingly sophisticated and data hungry, data systems must evolve to meet these complex demands.
Data Engineering for Multimodal AI is one of the first practical guides for data engineers, machine learning engineers, and MLOps specialists looking to rapidly master the skills needed to build robust, scalable data infrastructures for multimodal AI systems and applications. You'll follow the entire lifecycle of AI-driven data engineering, from conceptualizing data architectures to implementing data pipelines optimized for multimodal learning in both cloud native and on-premises environments. And each chapter includes step-by-step guides and best practices for implementing key concepts.
Srinivasan, Vasundra: - Vasundra Srinivasan is the Director for Solution Consulting at Salesforce, where she has spearheaded the delivery of sophisticated AI-driven customer experience strategies, leveraging advanced AI/ML pipelines across various data modalities. Her work spans key industries at the forefront of AI adoption, including fintech, telecommunications, media and entertainment, and streaming services. She has architected and implemented cutting-edge CRM, Data and AI solutions, driving digital transformation and enhancing customer experiences. Vasundra's unique blend of theoretical knowledge and practical expertise in cloud technologies, data architecture, and responsible AI practices positions her as the ideal author to guide readers through the intricate landscape of data engineering for multimodal AI systems.
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