MACHINE LEARNING – FUNDAMENTALS AND ADVANCES

This book, part of the collection "Artificial Intelligence: the Power of Data", is a comprehensive and in-depth guide that connects the reader to the heart of the digital revolution. Written with clarity and precision, it explores everything from classical algorithms to the latest innovations in deep learning and federated learning, offering a complete and accessible view of the field.
You'll discover how deep neural networks are revolutionizing industries and how emerging techniques such as reinforcement learning and federated learning are enabling AI to reach new heights. Combining theory and practice, the content is presented in an engaging way, making it accessible to both beginners and experienced professionals looking to refresh their knowledge.
Key topics covered:The origins of machine learning and the first revolutionary algorithmsThe evolution of neural networks and the impact of deep learningThe transformation of machine learning in the age of Big DataSupervised, unsupervised, semi-supervised, and reinforcement algorithmsData preparation techniques and their challengesStrategic selection of algorithms and decision support toolsOvercoming Machine Learning Challenges: Data Bias, Computational Complexity, and InterpretabilityRecent advances in deep learning and its futureFederated learning and the protection of privacyExplainable machine learning (XAI) and the quest for transparency and reliabilityIntegration of machine learning with blockchain, quantum computing, and AutoMLResults you will get from this book:Mastery of key concepts and advances in machine learningAbility to identify and apply the right algorithm for different problemsUnderstanding the challenges and how to overcome them in the development of machine learning modelsPractical knowledge to prepare data efficiently, crucial to the success of any AI projectFamiliarity with new trends such as federated learning and explainable machine learning (XAI)Ability to confidently follow the future of machine learning, exploring new technological frontiersWho should read this book?Data science and artificial intelligence professionals looking to deepen their knowledge of machine learningTechnology, engineering, or math students interested in exploring the foundations and advancements of AIResearchers and academics who want to understand the impact of neural networks and machine learning on the modern worldTechnology managers and leaders who need a clear and strategic vision of the use of machine learning in their organizationsTech enthusiasts who want to prepare for the future of artificial intelligenceGet it now and turn your knowledge into action! As you dive into the pages of this book, you'll be ahead of the race for technological innovations. Get ready to transform, innovate, and develop your machine learning domain.
A must-read for everyone who wants to be at the forefront of artificial intelligence.
About the author.Prof. Marcão, with extensive experience in information technology and marketing, works as a business consultant, career mentor and content producer. Author of 58 books, he uses innovative methodologies for efficient projects, contributing to business and personal development.


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