{"product_id":"9781789130331","title":"Hands-On Convolutional Neural Networks with TensorFlow : Solve computer vision problems with modeling in TensorFlow and Python","description":"\u003cp\u003eLearn how to apply TensorFlow to a wide range of deep learning and Machine Learning problems with this practical guide on training CNNs for image classification, image recognition, object detection and many computer vision challenges.\u003c\/p\u003e\n\n\u003cp\u003eKey Features\u003c\/p\u003e\n\n\u003cp\u003eLearn the fundamentals of Convolutional Neural Networks\n\u003cbr\u003eHarness Python and Tensorflow to train CNNs\n\u003cbr\u003eBuild scalable deep learning models that can process millions of items\u003c\/p\u003e\n\n\u003cp\u003eBook DescriptionConvolutional Neural Networks (CNN) are one of the most popular architectures used in computer vision apps. This book is an introduction to CNNs through solving real-world problems in deep learning while teaching you their implementation in popular Python library - TensorFlow. By the end of the book, you will be training CNNs in no time!\u003c\/p\u003e\n\n\u003cp\u003eWe start with an overview of popular machine learning and deep learning models, and then get you set up with a TensorFlow development environment. This environment is the basis for implementing and training deep learning models in later chapters. Then, you will use Convolutional Neural Networks to work on problems such as image classification, object detection, and semantic segmentation.\u003c\/p\u003e\n\n\u003cp\u003eAfter that, you will use transfer learning to see how these models can solve other deep learning problems. You will also get a taste of implementing generative models such as autoencoders and generative adversarial networks.\u003c\/p\u003e\n\n\u003cp\u003eLater on, you will see useful tips on machine learning best practices and troubleshooting. Finally, you will learn how to apply your models on large datasets of millions of images. What you will learn\u003c\/p\u003e\n\n\u003cp\u003eTrain machine learning models with TensorFlow\n\u003cbr\u003eCreate systems that can evolve and scale during their life cycle\n\u003cbr\u003eUse CNNs in image recognition and classification\n\u003cbr\u003eUse TensorFlow for building deep learning models\n\u003cbr\u003eTrain popular deep learning models\n\u003cbr\u003eFine-tune a neural network to improve the quality of results with transfer learning\n\u003cbr\u003eBuild TensorFlow models that can scale to large datasets and systems\u003c\/p\u003e\n\n\u003cp\u003eWho this book is forThis book is for Software Engineers, Data Scientists, or Machine Learning practitioners who want to use CNNs for solving real-world problems. Knowledge of basic machine learning concepts, linear algebra and Python will help.\u003c\/p\u003e","brand":"Packt Publishing Limited","offers":[{"title":"Default Title","offer_id":49193778381027,"sku":"00000_00000_00000_00000","price":34.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/usa.kinokuniya.com\/products\/9781789130331","provider":"Books Kinokuniya USA","version":"1.0","type":"link"}