Deep Learning with TensorFlow and Keras: From Fundamentals to Advanced Architectures: Master Neural Networks, CNNs, RNNs, GANs & Transfer Learning wit
商品資訊
ISBN13:9798317237493
出版社:Independently published
作者:Anshuman Mishra
出版日:2025/04/08
裝訂:平裝
規格:27.9cm*21.6cm*2cm (高/寬/厚)
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商品簡介
In the fast-paced world of artificial intelligence, deep learning has emerged as the cornerstone of modern innovations-from self-driving cars, chatbots, and voice assistants to medical image diagnostics and predictive analytics. However, for many students and professionals, navigating this field can feel overwhelming due to the depth of mathematical theory, model complexity, and rapidly evolving technologies.
"Deep Learning with TensorFlow and Keras: From Fundamentals to Advanced Architectures" is a comprehensive, well-structured guide designed to simplify deep learning by connecting conceptual clarity with hands-on implementation.
Written with an academic tone but packed with real-world examples, this book is structured to take you step-by-step from the foundational mathematics of deep learning to advanced neural architectures like CNNs, RNNs, Autoencoders, and GANs, finishing with transformer-based models and attention mechanisms.
You will build, train, optimize, and evaluate deep learning models using TensorFlow and Keras, one of the most widely-used frameworks in the industry. Each concept is supported by practical applications and guided implementation, ensuring you not only understand the theory but also apply it confidently.
"Deep Learning with TensorFlow and Keras: From Fundamentals to Advanced Architectures" is a comprehensive, well-structured guide designed to simplify deep learning by connecting conceptual clarity with hands-on implementation.
Written with an academic tone but packed with real-world examples, this book is structured to take you step-by-step from the foundational mathematics of deep learning to advanced neural architectures like CNNs, RNNs, Autoencoders, and GANs, finishing with transformer-based models and attention mechanisms.
You will build, train, optimize, and evaluate deep learning models using TensorFlow and Keras, one of the most widely-used frameworks in the industry. Each concept is supported by practical applications and guided implementation, ensuring you not only understand the theory but also apply it confidently.
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