Deepset Cloud for Intelligent Search and Question Answering (eBook, ePUB)
The Complete Guide for Developers and Engineers
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"Deepset Cloud for Intelligent Search and Question Answering" "Deepset Cloud for Intelligent Search and Question Answering" is a comprehensive guide to the architecture, engineering, and deployment of state-of-the-art search and question answering (QA) systems. Beginning with an exploration of the evolution from classical keyword search to advanced semantic and neural paradigms, the book lays a strong foundation in the principles underlying modern QA solutions. Readers gain insight into key system components, benchmarking methodologies, and the unique challenges inherent to multilingual and do...
"Deepset Cloud for Intelligent Search and Question Answering" "Deepset Cloud for Intelligent Search and Question Answering" is a comprehensive guide to the architecture, engineering, and deployment of state-of-the-art search and question answering (QA) systems. Beginning with an exploration of the evolution from classical keyword search to advanced semantic and neural paradigms, the book lays a strong foundation in the principles underlying modern QA solutions. Readers gain insight into key system components, benchmarking methodologies, and the unique challenges inherent to multilingual and domain-specific applications, setting the stage for robust and scalable real-world deployments. The book delves deeply into the Deepset Cloud platform, offering a detailed examination of its microservices-driven architecture, modular pipelines, and integration capabilities. With an emphasis on best practices, it covers critical topics such as custom pipeline engineering, advanced data management, model selection and tuning, and seamless API integrations. The text also addresses vital aspects of enterprise operations, including security, governance, observability, and cost optimization-ensuring readers are equipped to manage intelligent search at scale with confidence and compliance. Bridging theory and practice, the final chapters present advanced engineering techniques, DevOps strategies, and solution blueprints tailored for industries with stringent regulatory and operational demands. Real-world use cases highlight conversational AI, federated search, continuous model improvement, and emerging trends like retrieval-augmented generation (RAG) and multimodal pipelines. With its blend of architectural rigor and practical guidance, this book is an essential resource for engineers, architects, and technology leaders seeking to innovate with intelligent search and QA in the cloud era.
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