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Practical Machine Learning for Computer Vision
End-to-End Machine Learning for Images
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ISBN-13:
9781098102364
Veröffentl:
2021
Erscheinungsdatum:
01.09.2021
Seiten:
463
Autor:
Valliappa Lakshmanan
Gewicht:
849 g
Format:
236x179x31 mm
Sprache:
Englisch
Beschreibung:
Valliappa (Lak) Lakshmanan is the director of analytics and AI solutions at Google Cloud, where he leads a team building cross-industry solutions to business problems. His mission is to democratize machine learning so that it can be done by anyone anywhere.
This practical book shows you how to employ machine learning models to extract information from images. ML engineers and data scientists will learn how to solve a variety of image problems including classification, object detection, autoencoders, image generation, counting, and captioning with proven ML techniques. This book provides a great introduction to end-to-end deep learning: dataset creation, data preprocessing, model design, model training, evaluation, deployment, and interpretability.