{"product_id":"hands-on-transfer-learning-with-python-dipanjan-sarkar-9781788831307","title":"Hands-On Transfer Learning with Python: Implement advanced deep learning and neural network models using TensorFlow and Keras","description":"\u003cp\u003e\u003cstrong\u003eDeep learning simplified by taking supervised, unsupervised, and reinforcement learning to the next level using the Python ecosystem\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eKey Features\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e\n\u003cli\u003eBuild deep learning models with transfer learning principles in Python\u003c\/li\u003e \u003cli\u003eimplement transfer learning to solve real-world research problems\u003c\/li\u003e \u003cli\u003ePerform complex operations such as image captioning neural style transfer\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003e\u003cstrong\u003eBook Description\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eTransfer learning is a machine learning (ML) technique where knowledge gained during training a set of problems can be used to solve other similar problems. \u003c\/p\u003e \u003cp\u003eThe purpose of this book is two-fold; firstly, we focus on detailed coverage of deep learning (DL) and transfer learning, comparing and contrasting the two with easy-to-follow concepts and examples. The second area of focus is real-world examples and research problems using TensorFlow, Keras, and the Python ecosystem with hands-on examples. \u003c\/p\u003e \u003cp\u003eThe book starts with the key essential concepts of ML and DL, followed by depiction and coverage of important DL architectures such as convolutional neural networks (CNNs), deep neural networks (DNNs), recurrent neural networks (RNNs), long short-term memory (LSTM), and capsule networks. Our focus then shifts to transfer learning concepts, such as model freezing, fine-tuning, pre-trained models including VGG, inception, ResNet, and how these systems perform better than DL models with practical examples. In the concluding chapters, we will focus on a multitude of real-world case studies and problems associated with areas such as computer vision, audio analysis and natural language processing (NLP).\u003c\/p\u003e \u003cp\u003eBy the end of this book, you will be able to implement both DL and transfer learning principles in your own systems.\u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eWhat you will learn\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e\n\u003cli\u003eSet up your own DL environment with graphics processing unit (GPU) and Cloud support\u003c\/li\u003e \u003cli\u003eDelve into transfer learning principles with ML and DL models\u003c\/li\u003e \u003cli\u003eExplore various DL architectures, including CNN, LSTM, and capsule networks \u003c\/li\u003e \u003cli\u003eLearn about data and network representation and loss functions\u003c\/li\u003e \u003cli\u003eGet to grips with models and strategies in transfer learning\u003c\/li\u003e \u003cli\u003eWalk through potential challenges in building complex transfer learning models from scratch\u003c\/li\u003e \u003cli\u003eExplore real-world research problems related to computer vision and audio analysis\u003c\/li\u003e \u003cli\u003eUnderstand how transfer learning can be leveraged in NLP\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Dipanjan Sarkar, Raghav Bali, Tamoghna Ghosh\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1788831306\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781788831307\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Packt Publishing\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/31\/2018\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 438\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.65lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.89d","brand":"Dipanjan Sarkar","offers":[{"title":"Paperback","offer_id":43938108178687,"sku":"9781788831307","price":48.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_9ddcd445-164c-4d34-a9ef-bfe524f79461.jpg?v=1681433780","url":"https:\/\/www.whiterainbookhouse.com\/products\/hands-on-transfer-learning-with-python-dipanjan-sarkar-9781788831307","provider":"WR Book House","version":"1.0","type":"link"}