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Keras 3. Comprehensive Insights into Keras for Deep Learning and AI Solutions Rheinwerk Publishing, Inc, Mohammad Nauman

(ebook) (audiobook) (audiobook) Język publikacji: angielski
Keras 3. Comprehensive Insights into Keras for Deep Learning and AI Solutions Rheinwerk Publishing, Inc, Mohammad Nauman - okladka książki

Keras 3. Comprehensive Insights into Keras for Deep Learning and AI Solutions Rheinwerk Publishing, Inc, Mohammad Nauman - okladka książki

Keras 3. Comprehensive Insights into Keras for Deep Learning and AI Solutions Rheinwerk Publishing, Inc, Mohammad Nauman - audiobook MP3

Keras 3. Comprehensive Insights into Keras for Deep Learning and AI Solutions Rheinwerk Publishing, Inc, Mohammad Nauman - audiobook CD

Autorzy:
Rheinwerk Publishing, Inc, Mohammad Nauman
Ocena:
Bądź pierwszym, który oceni tę książkę
Stron:
633
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     ePub
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Do przechowalni

This book provides a comprehensive guide to mastering deep learning with Keras 3, starting from the fundamentals of machine learning and neural networks to advanced techniques in reinforcement learning, transformers, and generative AI. Readers will begin with understanding the core principles of machine learning, including supervised, unsupervised, and reinforcement learning. The book explains how neural networks function and how to build them using Keras, TensorFlow, and Python. You'll dive into critical topics such as convolutional neural networks (CNNs), dropout regularization, and gradient descent optimization. As you progress, you’ll learn advanced deep learning concepts like transfer learning, transformers, and the powerful Keras Functional API for building complex models. There’s a focus on practical applications, such as building and evaluating deep learning models for real-world tasks, and enhancing models using GPU acceleration. You'll also explore generative models, including autoencoders and GANs, and apply them to tasks like image generation and data augmentation. By the end of the book, you’ll be able to implement state-of-the-art AI models and deploy them in production environments.

O autorze książki

Dr. Mohammad Nauman is a seasoned machine learning expert with more than 20 years of teaching experience and a track record of educating more than 40,000 students globally through his online courses on platforms like Udemy and YouTube. He holds a PhD in computer science and was a post-doctoral fellow at the Max Planck Institute for Software Systems in Germany. His groundbreaking post-doc research focused on applying machine learning to advance security and privacy solutions. Dr. Nauman's teaching philosophy—rooted in bridging theory and practice—empowers learners to master tools while building robust foundational skills, whether in academic settings or through his widely accessible digital programs.

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