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Lip Reading Using Neural Networks and Deep Learning

$ 45.5

Pages:44
Published: 2026-11-08
ISBN:978-66-850-0126-6
Category: Nowe wydanie
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Description

Ever tried to eavesdrop across a chaotic room and thought, "If only I could just read their lips"? Welcome to the future of visual speech decoding.Lip Reading Using Neural Networks and Deep Learning is researcher Karthika Awalgaonkar’s ultimate blueprint for making AI look you dead in the eyes and understand exactly what you're saying—completely audio-free.The real mission? To solve the massive real-world problem of broken communication. This book explicitly bridges the gap between raw video data and text, providing the foundational math and code required to build real-time transcription tools for individuals with hearing impairments. It also gives developers the framework to design robust speech recognition software that thrives in deafening, high-noise environments where audio inputs are completely cooked.Forget old-school, clunky code that breaks the moment someone stutters. This book delivers a high-impact, end-to-end neural engine. By combining Spatiotemporal Convolutions (Conv3D) with Bidirectional LSTMs and CTC loss, the system lowkey prints out flawless text from silent video, hitting an elite ROUGE score between 0.9 and 1.Whether you want to build game-changing accessibility tools, code voice assistants that can survive absolute chaos, or just master facial geometry, this text is a total flex. The future of AI isn't just listening—it's watching. It’s time to let the pixels do the talking.



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