كتب deep learning with python from neural networks fundamentals to generative ai applications
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Deep Learning with Python: From Neural Networks Fundamentals to Generative AI Applications (كتاب)
Book Description
Unlock the power of artificial intelligence with Deep Learning with Python: From Neural Networks Fundamentals to Generative AI Applications, a practical and comprehensive guide designed for students, researchers, developers, and technology enthusiasts.
This book takes you on a step-by-step journey through the world of deep learning, starting with the fundamentals of artificial neural networks and progressing to advanced topics such as convolutional neural networks, transformer architectures, large language models, generative AI, multimodal systems, and reinforcement learning.
Using clear explanations, real-world examples, and hands-on Python code, you will learn how to build, train, evaluate, deploy, and manage deep learning models for practical applications.
Inside this book, you will discover how to:
• Understand the foundations of neural networks, activation functions, backpropagation, and optimization algorithms.
• Build and train deep learning models using TensorFlow and Keras.
• Develop computer vision applications with convolutional neural networks and transfer learning.
• Create natural language processing solutions using transformers and large language models.
• Explore generative AI, diffusion models, and multimodal artificial intelligence systems.
• Build real-world projects for image classification, sentiment analysis, and time series forecasting.
• Deploy models using APIs, MLOps practices, and edge AI technologies.
• Apply explainable AI techniques to improve model transparency and interpretability.
• Learn the fundamentals of reinforcement learning and intelligent agents.
• Understand ethical considerations, responsible AI practices, privacy, security, and future trends in artificial intelligence.
Whether you are beginning your deep learning journey or expanding your existing knowledge, this book provides the theoretical foundation and practical skills needed to develop modern AI solutions.
By the end of this book, you will have the confidence to build intelligent systems, deploy production-ready models, and explore the rapidly evolving landscape of generative artificial intelligence.
Learn. Build. Innovate.
