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Vision-Language Models in Production: Architecting Multimodal LLM Applications: From Vision-Language API to Self-Hosted Model - Couverture souple
Livre 16 sur 21: Production AI Engineering Series
Synopsis
The Engineer's Definitive Guide to Deploying Multimodal AI
Vision-language models (VLMs) represent the fastest-growing sector of AI deployment. While GPT-4o, Gemini 1.5 Pro, and open-source breakthroughs like LLaVA and InternVL2 have made multimodal AI a reality, transitioning from an API demo to a robust production system remains a monumental challenge. This book bridges that gap, offering a hands-on, engineering-first approach to shipping VLM-powered products.
What you will master inside:- Architectural Fundamentals: Go deep into visual encoders, projection layers, and language models to optimize prompt engineering and mitigate unexpected failure modes.
- Model Selection Frameworks: Learn how to weigh proprietary APIs against open-source alternatives based on latency, cost, privacy, and performance benchmarks.
- Production-Grade Preprocessing: Build highly efficient image pipelines that cut token consumption without sacrificing critical visual intelligence.
- Multimodal RAG: Design and scale retrieval systems that handle complex corpora containing both structured text and rich visual data.
- Rigorous Evaluation: Implement frameworks like LMMs-Eval and define production metrics to continuously monitor model behavior.
- Scalable Infrastructure & Serving: Master batching, caching, rate-limiting, and cost-management techniques tailored specifically for heavy multimodal workloads.
Whether you are building document processing pipelines, visual search engines, or autonomous agent frameworks, Vision-Language Models in Production provides the blueprints, patterns, and source-code insights needed to build resilient, cost-effective, and secure AI systems.
Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.
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Vision-Language Models in Production (Paperback)
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Paperback. Etat : new. Paperback. The Engineer's Definitive Guide to Deploying Multimodal AIVision-language models (VLMs) represent the fastest-growing sector of AI deployment. While GPT-4o, Gemini 1.5 Pro, and open-source breakthroughs like LLaVA and InternVL2 have made multimodal AI a reality, transitioning from an API demo to a robust production system remains a monumental challenge. This book bridges that gap, offering a hands-on, engineering-first approach to shipping VLM-powered products.What you will master inside: Architectural Fundamentals: Go deep into visual encoders, projection layers, and language models to optimize prompt engineering and mitigate unexpected failure modes.Model Selection Frameworks: Learn how to weigh proprietary APIs against open-source alternatives based on latency, cost, privacy, and performance benchmarks.Production-Grade Preprocessing: Build highly efficient image pipelines that cut token consumption without sacrificing critical visual intelligence.Multimodal RAG: Design and scale retrieval systems that handle complex corpora containing both structured text and rich visual data.Rigorous Evaluation: Implement frameworks like LMMs-Eval and define production metrics to continuously monitor model behavior.Scalable Infrastructure & Serving: Master batching, caching, rate-limiting, and cost-management techniques tailored specifically for heavy multimodal workloads.Whether you are building document processing pipelines, visual search engines, or autonomous agent frameworks, Vision-Language Models in Production provides the blueprints, patterns, and source-code insights needed to build resilient, cost-effective, and secure AI systems. This item is printed on demand. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. N° de réf. du vendeur 9798184642956
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Vision-Language Models in Production: Architecting Multimodal LLM Applications: From Vision-Language API to Self-Hosted Model (Production AI Engineering Series)
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Vision-Language Models in Production : Architecting Multimodal LLM Applications: From Vision-Language API to Self-Hosted Model
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Vision-Language Models in Production (Paperback)
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Paperback. Etat : new. Paperback. The Engineer's Definitive Guide to Deploying Multimodal AIVision-language models (VLMs) represent the fastest-growing sector of AI deployment. While GPT-4o, Gemini 1.5 Pro, and open-source breakthroughs like LLaVA and InternVL2 have made multimodal AI a reality, transitioning from an API demo to a robust production system remains a monumental challenge. This book bridges that gap, offering a hands-on, engineering-first approach to shipping VLM-powered products.What you will master inside: Architectural Fundamentals: Go deep into visual encoders, projection layers, and language models to optimize prompt engineering and mitigate unexpected failure modes.Model Selection Frameworks: Learn how to weigh proprietary APIs against open-source alternatives based on latency, cost, privacy, and performance benchmarks.Production-Grade Preprocessing: Build highly efficient image pipelines that cut token consumption without sacrificing critical visual intelligence.Multimodal RAG: Design and scale retrieval systems that handle complex corpora containing both structured text and rich visual data.Rigorous Evaluation: Implement frameworks like LMMs-Eval and define production metrics to continuously monitor model behavior.Scalable Infrastructure & Serving: Master batching, caching, rate-limiting, and cost-management techniques tailored specifically for heavy multimodal workloads.Whether you are building document processing pipelines, visual search engines, or autonomous agent frameworks, Vision-Language Models in Production provides the blueprints, patterns, and source-code insights needed to build resilient, cost-effective, and secure AI systems. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. N° de réf. du vendeur 9798184642956
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