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In recent years, deep learning has revolutionized the field of artificial intelligence, empowering machines to perform tasks that once required human intelligence – from image recognition and speech processing to decision-making and predictive analytics. As this transformative technology continues to evolve, the need for a structured, hands-on approach to learning deep learning models has become more important than ever. Let’s WorkOut With Deep Learning Models is designed to bridge the gap between theoretical foundations and real-world applications. This book offers a comprehensive exploration of deep learning and artificial neural networks, making it an ideal companion for students, researchers, and professionals alike. Whether you are new to deep learning or looking to refine your model implementation skills, this book provides a balanced mix of conceptual understanding and practical application. Utilizing the intuitive and widely used Keras API in Python, we present practical examples that reinforce theoretical concepts. Real-time use case studies further illustrate how deep learning is being effectively deployed across domains such as healthcare, finance, computer vision, and natural language processing.