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Anotace knihy

"DeepSpeech in Action: Practical Techniques for Building Advanced Speech Recognition Systems" offers a definitive, hands-on guide to designing, deploying, and scaling cutting-edge automatic speech recognition (ASR) solutions using DeepSpeech. Beginning with a thorough overview of the evolution of speech recognition technologies and the theoretical principles underpinning ASR, the book situates DeepSpeech within the broader landscape of open-source and commercial frameworks. Through insightful comparisons with architectures like Kaldi and wav2vec, alongside real-world case studies and deployment insights, readers develop a deep understanding of why DeepSpeech stands out for enterprise and large-scale applications.

The book delves into core system architecture, advanced recurrent neural network models, and sophisticated feature extraction methods, while offering comprehensive strategies for large-scale data collection, annotation, and augmentation. Detailed, step-by-step guidance covers distributed training, hyperparameter tuning, and model customization to address multilingual, domain-specific, and accent-variant speech recognition challenges. Dedicated chapters on evaluation methodologies, error and bias analysis, and continuous system refinement empower practitioners to build robust, high-performing, and ethically sound speech systems.

Emphasizing a production-ready approach, "DeepSpeech in Action" addresses critical aspects such as optimized inference pipelines, deployment trade-offs between edge and cloud environments, and resilient monitoring frameworks. It also explores vital topics including privacy, security, and global regulatory compliance. Forward-looking chapters investigate the frontiers of conversational, multimodal, and self-supervised ASR, as well as ethical considerations and emerging benchmarks, making this book an indispensable resource for engineers, researchers, and technology leaders shaping the future of intelligent speech applications.

Parametry knihy

• Plný název: Applied DeepSpeech
• Podnázev: Building Speech Recognition Solutions
• Autor: William M. Jackson
• Jazyk: Angličtina
• Vazba: Brožovaná
• Počet stran: 238
• EAN: 9798258458414
• ID: 52125968
• Nakladatelství: Independently published
• Hmotnost: 325 g
• Rozměry: 229 × 152 × 13 mm
• Datum vydání: 22. April 2026

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