Valliappa Lakshmanan Martin Goerne Practical Machine Learning for C (Paperback)

Description: Further DetailsTitle: Practical Machine Learning for Computer VisionCondition: NewEAN: 9781098102364ISBN: 9781098102364Publisher: O'Reilly MediaFormat: PaperbackRelease Date: 08/31/2021Item Height: 233mmItem Length: 178mmAuthor: Valliappa Lakshmanan, Martin Goerner, Ryan GillardLanguage: EnglishSubtitle: End-to-End Machine Learning for ImagesDescription: 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.Google engineers Valliappa Lakshmanan, Martin Goerner, 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.You'll learn how to:Design ML architecture for computer vision tasksSelect a model (such as ResNet, SqueezeNet, or EfficientNet) appropriate to your taskCreate an end-to-end ML pipeline to train, evaluate, deploy, and explain your modelPreprocess images for data augmentation and to support learnabilityIncorporate explainability and responsible AI best practicesDeploy image models as web services or on edge devicesMonitor and manage ML modelsCountry/Region of Manufacture: USGenre: Computing & InternetRelease Year: 2021 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.

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End Time: 2024-11-12T02:39:35.000Z

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