{"product_id":"practical-machine-learning-for-computer-valliappa-lakshmanan-9781098102364","title":"Practical Machine Learning for Computer Vision: End-To-End Machine Learning for Images","description":"\u003cp\u003eThis 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. \u003c\/p\u003e\u003cp\u003e Google engineers Valliappa Lakshmanan, Martin Gner, 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 or Keras. \u003c\/p\u003e\u003cp\u003e You'll learn how to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eDesign ML architecture for computer vision tasks \u003c\/li\u003e\n\u003cli\u003eSelect a model (such as ResNet, SqueezeNet, or EfficientNet) appropriate to your task \u003c\/li\u003e\n\u003cli\u003eCreate an end-to-end ML pipeline to train, evaluate, deploy, and explain your model \u003c\/li\u003e\n\u003cli\u003ePreprocess images for data augmentation and to support learnability \u003c\/li\u003e\n\u003cli\u003eIncorporate explainability and responsible AI best practices \u003c\/li\u003e\n\u003cli\u003eDeploy image models as web services or on edge devices \u003c\/li\u003e\n\u003cli\u003eMonitor and manage ML models \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Valliappa Lakshmanan, Martin Gner, Ryan Gillard\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1098102363\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781098102364\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/24\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 480\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.70lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.06h x 6.93w x 1.10d","brand":"Valliappa Lakshmanan","offers":[{"title":"Paperback","offer_id":44049350295807,"sku":"9781098102364","price":89.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_b360c1e7-70aa-47df-9a4e-8ba1c11aed4b.jpg?v=1685001079","url":"https:\/\/www.whiterainbookhouse.com\/products\/practical-machine-learning-for-computer-valliappa-lakshmanan-9781098102364","provider":"WR Book House","version":"1.0","type":"link"}