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Mastering TensorFlow: From Fundamentals to Advanced Applications
Mastering From Fundamentals to Advanced Applications
Brief
Ready to build cutting-edge AI solutions with the world's leading machine learning library? This comprehensive guide is your definitive path to mastering TensorFlow, from core concepts to production-ready applications.
Book
Dive into the expansive world of TensorFlow and unlock the power of deep learning! This book meticulously guides you through the entire TensorFlow ecosystem, starting with the foundational principles of machine learning, tensors, and the intuitive Keras API. You'll progressively build your skills by constructing and training a variety of neural networks, including Convolutional Neural Networks (CNNs) for image analysis and Recurrent Neural Networks (RNNs) for sequential data, all explained with clarity and practical insight.
Beyond the basics, "Mastering TensorFlow" equips you with advanced training techniques, robust regularization methods, and the art of hyperparameter tuning. Discover the efficiency of transfer learning, get introduced to modern architectures like Transformers, and learn how to operationalize your models with TensorFlow Extended (TFX) for MLOps. We also explore deploying models for scalable serving with TensorFlow Serving and bringing AI to edge devices with TensorFlow Lite, ensuring your creations can make a real-world impact.
Why Choose this Book?:
Comprehensive Journey from foundational principles and Keras essentials to advanced topics like Transformers, MLOps with TFX, and on-device ML with TensorFlow Lite.
Practical, Hands-On Packed with clear explanations, step-by-step, up-to-date code examples (TensorFlow 2.x), and real-world-inspired case studies to solidify your understanding.
From Development to Learn not just how to build models, but also how to prepare them for production, deploy them effectively, and understand crucial aspects of responsible AI.
Clear and Complex concepts are demystified with intuitive explanations, making deep learning approachable for developers, data scientists, and students alike.
Start your TensorFlow mastery journey today and transform your AI ideas into reality!
Brief
Ready to build cutting-edge AI solutions with the world's leading machine learning library? This comprehensive guide is your definitive path to mastering TensorFlow, from core concepts to production-ready applications.
Book
Dive into the expansive world of TensorFlow and unlock the power of deep learning! This book meticulously guides you through the entire TensorFlow ecosystem, starting with the foundational principles of machine learning, tensors, and the intuitive Keras API. You'll progressively build your skills by constructing and training a variety of neural networks, including Convolutional Neural Networks (CNNs) for image analysis and Recurrent Neural Networks (RNNs) for sequential data, all explained with clarity and practical insight.
Beyond the basics, "Mastering TensorFlow" equips you with advanced training techniques, robust regularization methods, and the art of hyperparameter tuning. Discover the efficiency of transfer learning, get introduced to modern architectures like Transformers, and learn how to operationalize your models with TensorFlow Extended (TFX) for MLOps. We also explore deploying models for scalable serving with TensorFlow Serving and bringing AI to edge devices with TensorFlow Lite, ensuring your creations can make a real-world impact.
Why Choose this Book?:
Comprehensive Journey from foundational principles and Keras essentials to advanced topics like Transformers, MLOps with TFX, and on-device ML with TensorFlow Lite.
Practical, Hands-On Packed with clear explanations, step-by-step, up-to-date code examples (TensorFlow 2.x), and real-world-inspired case studies to solidify your understanding.
From Development to Learn not just how to build models, but also how to prepare them for production, deploy them effectively, and understand crucial aspects of responsible AI.
Clear and Complex concepts are demystified with intuitive explanations, making deep learning approachable for developers, data scientists, and students alike.
Start your TensorFlow mastery journey today and transform your AI ideas into reality!
273 pages, Paperback
Published May 20, 2025
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