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Machine Learning for Computer Scientists and Data Analysts - From an Applied Perspective (Hardcover, 1st ed. 2022)
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Machine Learning for Computer Scientists and Data Analysts - From an Applied Perspective (Hardcover, 1st ed. 2022)
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This textbook introduces readers to the theoretical aspects of
machine learning (ML) algorithms, starting from simple neuron
basics, through complex neural networks, including generative
adversarial neural networks and graph convolution networks. Most
importantly, this book helps readers to understand the concepts of
ML algorithms and enables them to develop the skills necessary to
choose an apt ML algorithm for a problem they wish to solve. In
addition, this book includes numerous case studies, ranging from
simple time-series forecasting to object recognition and
recommender systems using massive databases. Lastly, this book also
provides practical implementation examples and assignments for the
readers to practice and improve their programming capabilities for
the ML applications.
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