{"product_id":"transfer-learning-accelerating-ml-with-pre-trained-models-use-pre-trained-models-to-boost-ml-development-efficiency-9798264843853","title":"Transfer Learning Accelerating ML with Pre-Trained Models: Use pre-trained models to boost ML development efficiency","description":"\u003cp\u003e • Author(s): Isandro Myles\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Artificial Intelligence - Expert Systems\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eUnlock the power of pre-trained models to accelerate machine learning development.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eIn \u003cb\u003eTransfer Learning\u003c\/b\u003e, you'll discover how to leverage \u003cb\u003epre-trained models\u003c\/b\u003e to jumpstart your machine learning projects, saving time and resources while building highly accurate solutions. This hands-on guide shows you how to apply transfer learning to a variety of tasks, from \u003cb\u003eimage classification\u003c\/b\u003e to \u003cb\u003enatural language processing (NLP)\u003c\/b\u003e, and take advantage of existing models for faster development.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eInside, you'll learn how to: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eUnderstand transfer learning\u003c\/b\u003e: the key concepts behind using pre-trained models and how they can be applied to a wide range of machine learning problems.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eWork with \u003cb\u003epopular pre-trained models\u003c\/b\u003e like \u003cb\u003eVGG16\u003c\/b\u003e, \u003cb\u003eResNet\u003c\/b\u003e, \u003cb\u003eInception\u003c\/b\u003e, and \u003cb\u003eBERT\u003c\/b\u003e for image and text tasks.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eApply \u003cb\u003efine-tuning\u003c\/b\u003e techniques to adapt pre-trained models for your specific dataset, enhancing accuracy without the need to train from scratch.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eImplement \u003cb\u003etransfer learning in TensorFlow\u003c\/b\u003e and \u003cb\u003eKeras\u003c\/b\u003e with easy-to-follow code examples and step-by-step guidance.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eUse pre-trained models for \u003cb\u003eimage recognition\u003c\/b\u003e, \u003cb\u003eobject detection\u003c\/b\u003e, \u003cb\u003espeech-to-text\u003c\/b\u003e, \u003cb\u003etext classification\u003c\/b\u003e, and more.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eUnderstand \u003cb\u003efeature extraction\u003c\/b\u003e and \u003cb\u003elayer freezing\u003c\/b\u003e to adjust pre-trained models for your custom applications.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eOptimize model performance by experimenting with \u003cb\u003edifferent architectures\u003c\/b\u003e, \u003cb\u003ehyperparameter tuning\u003c\/b\u003e, and \u003cb\u003edata augmentation\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eExplore \u003cb\u003ereal-world use cases\u003c\/b\u003e: apply transfer learning to problems like \u003cb\u003emedical image classification\u003c\/b\u003e, \u003cb\u003esentiment analysis\u003c\/b\u003e, and \u003cb\u003efraud detection\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eLeverage \u003cb\u003ecloud-based transfer learning\u003c\/b\u003e using services like \u003cb\u003eGoogle AI\u003c\/b\u003e, \u003cb\u003eAWS SageMaker\u003c\/b\u003e, and \u003cb\u003eAzure ML\u003c\/b\u003e for scalable solutions.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDeploy pre-trained models into production with tools like \u003cb\u003eTensorFlow Lite\u003c\/b\u003e and \u003cb\u003eONNX\u003c\/b\u003e for edge inference and mobile applications.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003ePacked with \u003cb\u003epractical examples\u003c\/b\u003e, \u003cb\u003ecase studies\u003c\/b\u003e, and \u003cb\u003ereal-world projects\u003c\/b\u003e, this book helps you accelerate your machine learning development with the power of transfer learning.\u003c\/p\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eMachine learning engineers\u003c\/b\u003e and \u003cb\u003edata scientists\u003c\/b\u003e looking to save time and improve model accuracy with pre-trained models\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eDevelopers\u003c\/b\u003e eager to learn how to implement transfer learning for their machine learning applications\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eStudents\u003c\/b\u003e and \u003cb\u003eresearchers\u003c\/b\u003e interested in deep learning and transfer learning techniques\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eAI enthusiasts\u003c\/b\u003e looking for a hands-on guide to leveraging transfer learning for real-world problems\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eProduct teams\u003c\/b\u003e looking to integrate transfer learning into their AI-powered products\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eAccelerate your ML projects and build smarter models faster with transfer learning.\u003c\/b\u003e\u003c\/p\u003e","brand":"Atlantic 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