MATLAB deep learning : with machine learning, neural networks and artificial intelligence /: with machine learning, neural networks and artificial intelligence. (2017)

• Record Type: Book
• Further Information: Note: Phil Kim.
• Authors: Kim, Phil
• Contents: At a Glance; Contents; About the Author; About the Technical Reviewer; Acknowledgments; Introduction; Chapter 1: Machine Learning; What Is Machine Learning?; Challenges with Machine Learning; Overfitting; Confronting Overfitting; Types of Machine Learning; Classification and Regression; Summary; Chapter 2: Neural Network; Nodes of a Neural Network; Layers of Neural Network; Supervised Learning of a Neural Network; Training of a Single-Layer Neural Network: Delta Rule; Generalized Delta Rule; SGD, Batch, and Mini Batch; Stochastic Gradient Descent; Batch; Mini Batch. Example: Delta RuleImplementation of the SGD Method; Implementation of the Batch Method; Comparison of the SGD and the Batch; Limitations of Single-Layer Neural Networks; Summary; Chapter 3: Training of Multi-Layer Neural Network; Back-Propagation Algorithm; Example: Back-Propagation; XOR Problem; Momentum; Cost Function and Learning Rule; Example: Cross Entropy Function; Cross Entropy Function; Comparison of Cost Functions; Summary; Chapter 4: Neural Network and Classification; Binary Classification; Multiclass Classification; Example: Multiclass Classification; Summary. Chapter 5: Deep LearningImprovement of the Deep Neural Network; Vanishing Gradient; Overfitting; Computational Load; Example: ReLU and Dropout; ReLU Function; Dropout; Summary; Chapter 6: Convolutional Neural Network; Architecture of ConvNet; Convolution Layer; Pooling Layer; Example: MNIST; Summary; Index.
• Publisher Details: New York, NY : Apress
• Publication Date: 2017
• Extent: 1 online resource
• Subjects: 511/.8; Computer science; Machine learning; Neural networks (Computer science); Big data; Artificial intelligence; MATHEMATICS -- General; COMPUTERS -- Neural Networks; Machine learning; Neural networks (Computer science); Computers -- Intelligence (AI) & Semantics; Mathematics -- Logic; Computers -- Programming Languages -- General; Computers -- Programming -- General; Artificial intelligence; Mathematical theory of computation; Programming & scripting languages: general; Computer programming / software development; Computers -- Database Management -- General; Databases; Electronic books
• Languages: English
• ISBNs: 9781484228456; 1484228456; 1484228448; 9781484228449
• Related ISBNs: 9781484228449
• Notes: Note: Includes bibliographical references and index.; Note: Vendor-supplied metadata.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.