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Cyber Security Meets Machine Learning - Bok - Inbunden

Cyber Security Meets Machine Learning - Bok - Inbunden

Machine learning boosts the capabilities of security solutions in the modern cyber environment. However, there are also security concerns associated with machine learning models and approaches: the vulnerability of machine learning models to adversarial attacks is a fatal flaw in the artificial intelligence technologies, and the privacy of the data used in the training and testing periods is also causing increasing concern among users.This book reviews the latest research in the area, including effective..

SEK 1856.00
1

Accelerated Optimization for Machine Learning - Bok av Zhouchen Lin, Huan Li, m.fl. - Häftad

Accelerated Optimization for Machine Learning - Bok av Zhouchen Lin, Huan Li, m.fl. - Häftad

This book on optimization includes forewords by Michael I. Jordan, Zongben Xu and Zhi-Quan Luo. Machine learning relies heavily on optimization to solve problems with its learning models, and first-order optimization algorithms are the mainstream approaches. The acceleration of first-order optimization algorithms is crucial for the efficiency of machine learning.Written by leading experts in the field, this book provides a comprehensive introduction to, and state-of-the-art review of accelerated..

SEK 2016.00
1

Machine Learning Methods - Bok av Hang Li - Inbunden

Machine Learning Methods - Bok av Hang Li - Inbunden

This book provides a comprehensive and systematic introduction to the principal machine learning methods, covering both supervised and unsupervised learning methods. It discusses essential methods of classification and regression in supervised learning, such as decision trees, perceptrons, support vector machines, maximum entropy models, logistic regression models and multiclass classification, as well as methods applied in supervised learning, like the hidden Markov model and conditional random..

SEK 1070.00
1

Cyber-Physical-Social Intelligence - On Human-Machine-Nature Symbiosis - Bok av Hai Zhuge - Inbunden

Cyber-Physical-Social Intelligence - On Human-Machine-Nature Symbiosis - Bok av Hai Zhuge - Inbunden

This book studies the symbiosis between humans, machines and nature, including the rules and emerging patterns of recognition, and the integration and optimization of various flows through cyberspace, physical space and social space. It unveils a reciprocal human-machine-nature symbiotic mechanism together with relevant rules on structuring and evolving the reality, and also proposes a multi-dimensional space for modelling the reality and managing the methodologies for exploring the reality. As such..

SEK 2036.00
1

Evolutionary Approach to Machine Learning and Deep Neural Networks - Neuro-Evolution and Gene Regulatory Networks - Bok av Hitoshi Iba - Häftad

Evolutionary Approach to Machine Learning and Deep Neural Networks - Neuro-Evolution and Gene Regulatory Networks - Bok av Hitoshi Iba - Häftad

This book provides theoretical and practical knowledge about a methodology for evolutionary algorithm-based search strategy with the integration of several machine learning and deep learning techniques. These include convolutional neural networks, Gröbner bases, relevance vector machines, transfer learning, bagging and boosting methods, clustering techniques (affinity propagation), and belief networks, among others. The development of such tools contributes to better optimizing methodologies. Beginning..

SEK 1536.00
1

Evolutionary Approach to Machine Learning and Deep Neural Networks - Neuro-Evolution and Gene Regulatory Networks - Bok av Hitoshi Iba - Inbunden

Evolutionary Approach to Machine Learning and Deep Neural Networks - Neuro-Evolution and Gene Regulatory Networks - Bok av Hitoshi Iba - Inbunden

This book provides theoretical and practical knowledge about a methodology for evolutionary algorithm-based search strategy with the integration of several machine learning and deep learning techniques. These include convolutional neural networks, Gröbner bases, relevance vector machines, transfer learning, bagging and boosting methods, clustering techniques (affinity propagation), and belief networks, among others. The development of such tools contributes to better optimizing methodologies. Beginning..

SEK 1870.00
1

Deep Learning and Physics - Bok av Koji Hashimoto, Akinori Tanaka, m.fl. - Häftad

Deep Learning and Physics - Bok av Koji Hashimoto, Akinori Tanaka, m.fl. - Häftad

What is deep learning for those who study physics? Is it completely different from physics? Or is it similar? In recent years, machine learning, including deep learning, has begun to be used in various physics studies. Why is that? Is knowing physics useful in machine learning? Conversely, is knowing machine learning useful in physics? This book is devoted to answers of these questions. Starting with basic ideas of physics, neural networks are derived naturally. And you can learn the concepts of..

SEK 1216.00
1