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Practical Machine Learning for Computer Vision: End-To-End Machine Learning for Images Lakshmanan Valliappa

By using machine learning models to extract information from images, organizations today are making breakthroughs in healthcare, manufacturing, retail, and other industries. This practical book shows…

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Specifikacia Practical Machine Learning for Computer Vision: End-To-End Machine Learning for Images Lakshmanan Valliappa


By using machine learning models to extract information from images, organizations today are making breakthroughs in healthcare, manufacturing, retail, and other industries. This practical book shows ML engineers and data scientists how to solve a variety of image problems including classification, object detection, autoencoders, image generation, counting, and captioning with proven ML techniques.Google engineers Valliappa Lakshmanan, Martin Garner, and Ryan Gillard show you how to develop accurate and explainable computer vision ML models and put them into large-scale production using robust ML architecture in a flexible and maintainable way. You'll learn how to design, train, evaluate, and predict with models written in TensorFlow/Keras. This book also covers best practices to improve the operationalization of the models using end-to-end ML pipelines.You'll learn how

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