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monograph comprises a collection of new supervised learning algorithms along with novel architectures for complex-valued neural networks. The;
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Recent research indicates that complex-valued neural networks whose parameters (weights and threshold values) are all complex numbers are;
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This book covers the hot topics and applications surrounding complex-valued neural networks. It demonstrates advanced theories with a wide;
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In recent years, complex-valued neural networks have widened the scope of application in optoelectronics, imaging, remote sensing, quantum;
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Complex-Valued Neural Networks have higher functionality, learn faster and generalize better than their real-valued counterparts. This book;
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third section explains complex neural network architectures with details on internal working and implementation of convolutional neural networks;
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Perform supervised and unsupervised machine learning and learn advanced techniques such as training neural networks. Key Features Train;
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third section explains complex neural network architectures with details on internal working and implementation of convolutional neural networks;
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in neural networks with R, to implement them in your applications * Build smart systems using the power of deep learning * Real-world case studies;
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were organized in topical sections named: optimization algorithms; neurodynamics, complex systems, and chaos; supervised/unsupervised;
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that deal with complex numbers? What advantages do the complex-valued neural networks have? What is the origin of the advantages? In what areas;
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data needs. This newly updated and revised guide will help you master algorithms used widely in semi-supervised learning, reinforcement;
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Approximation capabilities of neural networks Semi-supervised learning Statistical relational learning Kernel methods for structured data Multiple;
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Get up to speed with the deep learning concepts of Pytorch using a problem-solution approach. Starting with an introduction to PyTorch;
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. The first half of the book (Parts I and II) covers the basics of supervised machine learning and feed-forward neural networks, the basics;
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. The first half of the book (Parts I and II) covers the basics of supervised machine learning and feed-forward neural networks, the basics;
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, performance evaluation, Deep Learning optimization, deep auto-encoders, and deep neural networksProvides readers with an introduction to Deep;
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scratch. It provides a treatment of the general recurrent neural networks with principled methods for training that render the (generalized;
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in details some specific techniques based on complex networks for supervised, non-supervised, and semi-supervised learning. Particularly, a;
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in details some specific techniques based on complex networks for supervised, non-supervised, and semi-supervised learning. Particularly, a;
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solved by supervised learning algorithms with deep neural networks. You'll tackle one use case for regression and another for classification;
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learning Discover neural networks and multi-layer neural networks Work with convolution and pooling layers Build a MNIST example with;
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This book describes theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised;
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This book describes theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised;
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With the reinvigoration of neural networks in the 2000s, deep learning has become an extremely active area of research, one that's paving;
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of pharamceutical microemulsions; massive-training artificial neural networks for supervised enhancement/suppression of lesions/patterns in medical images;
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AI computing framework. Divided into 14 chapters, the book covers deep learning, deep neural networks (DNNs), convolutional neural networks;
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