{"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\u003e • Author(s): Valliappa Lakshmanan\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Neural Networks\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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 Görner, 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","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45036618776727,"sku":"9781098102364","price":6190.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781098102364.webp?v=1769213639","url":"https:\/\/atlanticbooks.com\/products\/practical-machine-learning-for-computer-vision-end-to-end-machine-learning-for-images-9781098102364","provider":"Atlantic Books","version":"1.0","type":"link"}