{"product_id":"practical-machine-learning-for-computer-vision-end-to-end-machine-learning-for-images-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\u003eGoogle engineers Valliappa Lakshmanan, Martin Gorner, 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\u003eYou'll learn how to: \u003c\/p\u003e\u003cul\u003e\n\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\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/17\/2021\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098102364\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 472","brand":"Valliappa Lakshmanan, Martin G\u0026#246;rner, Ryan Gillard","offers":[{"title":"Default Title","offer_id":40550739181749,"sku":"9781098102364","price":76.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_a82d0df0-b53f-448f-b2c5-c5011617fab0.jpg?v=1626792142","url":"https:\/\/pastforward.org\/products\/practical-machine-learning-for-computer-vision-end-to-end-machine-learning-for-images-9781098102364","provider":"Past Forward","version":"1.0","type":"link"}