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Robust AI: Security and Privacy Issues in Machine Learning

Nandish Chattopadhyay, Anupam Chattopadhyay, Amira Guesmi, Muhammad Abdullah Hanif, Muhammad Shafique
Springer Singapore
213.99 € · Hardcover

Watermarking Neural Networks Robust Federated Learning AI Security Robust Machine Learning Adversarial Attacks And Defences Protecting Privacy of Training Data Protecting IP of Trained Models Efficient Decision-based Adversarial Attacks Pre-Processing based Defenses Patch-based real-world adversarial attacks

This book studies in detail the robustness of machine learning (ML) algorithms involved in dealing with vulnerabilities where the errors or malfunctions are both intentional and malicious, therefore being associated with a specific attack model. Reliability is key to the wider adoption of machine le...

Domain Adaptation in Computer Vision Applications

Springer International Publishing
160.49 € · Hardcover

Visual Applications Image Categorization Pattern Recognition Data Analytics Unsupervised Domain Adaptation Transductive Transfer Learning Domain Shift Feature Transformation Subspace Learning Landmark Selection Maximum Mean Discrepancy Grassman Manifold Geodesic Flow Subspace Alignment Marginalized Denoising Autoencoders

This comprehensive text/reference presents a broad review of diverse domain adaptation (DA) methods for machine learning, with a focus on solutions for visual applications. The book collects together solutions and perspectives proposed by an international selection of pre-eminent experts in the fiel...

Computational Bioacoustic Artificial Intelligence

Springer International Publishing
213.99 € · Hardcover

Federated Generative Learning Differential Privacy in Generative Models Homomorphic Encryption for Generative AI Quantization-Aware Training for Edge Models Knowledge Distillation for Generative Tasks Neural Architecture Search for Edge-Cloud Model Pruning for Edge Deployment Transfer Learning for Generative AI on Edge Adversarial Robustness of Edge Models Online Learning for Dynamic Environments Edge-Cloud Continuum Fog Computing for Generative AI Mobile Edge Cloud (MEC) Orchestration Service Function Chaining (SFC) for Generative AI Network Slicing for Generative AI Applications

This book deep dives into the theoretical background of bioacoustics, signal processing techniques, feature extraction and pattern recognition algorithms, and technically advanced case studies in bioacoustics AI. By exploring the intricate characteristics of bioacoustic signals, this book offers a c...

Artificial Intelligence and Cybersecurity

Springer International Publishing
171.19 € · Hardcover

artificial intelligence cybersecurity applied mathematics IT law ethics cyber threat security management resilience engineering mission critical systems cybersecurity training machine learning differential privacy Android malware malware detection radio signal intelligence

This book discusses artificial intelligence (AI) and cybersecurity from multiple points of view. The diverse chapters reveal modern trends and challenges related to the use of artificial intelligence when considering privacy, cyber-attacks and defense as well as applications from malware detect...

The Human Side of AI Security

Shaila Rana
Springer International Publishing
192.59 € · Hardcover

AI security cybersecurity workforce AI talent gap security culture AI risk management human factors in cybersecurity AI team building CISO leadership machine learning security adversarial AI AI governance organizational resilience security training AI threat modeling prompt injection

The Human Side of AI Security addresses the most overlooked dimension of artificial intelligence risk: the people, teams, and organizational cultures responsible for securing it. The book examines the widening AI security talent gap, the cultural friction between AI researchers and security practiti...

Mobile Technologies for Smart Healthcare System Design

Xiaonan Guo, Yan Wang, Jerry Cheng, Yingying (Jennifer) Chen
Springer International Publishing
181.89 € · Hardcover

Mobile healthcare activity recognition WiFi sensing millimeter wave photoplethysmography, gesture recognition sign language user authentication machine learning deep learning signal processing channel state information domain adaptation generative adversarial networks Doppler effect

This book offers a comprehensive examination of mobile technologies in healthcare. It starts by covering wireless solutions, including WiFi signals and mmWave technology for activity recognition, fitness assistance, and eating habit monitoring. The discussion extends to wearable technologies that fo...

Adversarial AI Threat Response and Secure Model Design

Goran Trajkovski
APRESS
62.99 € · eBook

adversarial AI AI artificial intelligence adversarial machine learning AI security robust machine learning secure AI systems machine learning attacks AI model hardening adversarial training AI threat detection model robustness AI risk management defense against AI attacks

As artificial intelligence becomes embedded in everything from healthcare diagnostics to financial systems and autonomous vehicles, the stakes for AI security have never been higher. Adversarial AI Threat Response and Secure Model Design is your essential guide to understanding, defending ...

Adversarial AI Threat Response and Secure Model Design

Goran Trajkovski
APRESS
64.19 € · Paperback

adversarial AI AI artificial intelligence adversarial machine learning AI security robust machine learning secure AI systems machine learning attacks AI model hardening adversarial training AI threat detection model robustness AI risk management defense against AI attacks

As artificial intelligence becomes embedded in everything from healthcare diagnostics to financial systems and autonomous vehicles, the stakes for AI security have never been higher. Adversarial AI Threat Response and Secure Model Design is your essential guide to understanding, defending ...

Building and Training Generative AI Models

Irena Cronin
APRESS
62.99 € · eBook

Generative AI Deep Learning for Generative Models Generative Adversarial Networks (GANs) Variational Autoencoders (VAEs) Transformer-based AI models Diffusion models in AI Training large-scale AI systems

This book is a hands-on, technical guide to building and deploying generative AI models using advanced deep learning architectures like transformers, GANs, VAEs, and diffusion models. Designed for AI engineers, data scientists, and ML practitioners, it offers a practical roadmap from data ingestion ...

Building and Training Generative AI Models

Irena Cronin
APRESS
64.19 € · Paperback

Generative AI Deep Learning for Generative Models Generative Adversarial Networks (GANs) Variational Autoencoders (VAEs) Transformer-based AI models Diffusion models in AI Training large-scale AI systems

This book is a hands-on, technical guide to building and deploying generative AI models using advanced deep learning architectures like transformers, GANs, VAEs, and diffusion models. Designed for AI engineers, data scientists, and ML practitioners, it offers a practical roadmap from data ingestion ...

Computational Bioacoustic Artificial Intelligence

Springer International Publishing
213.99 € · eBook

Federated Generative Learning Differential Privacy in Generative Models Homomorphic Encryption for Generative AI Quantization-Aware Training for Edge Models Knowledge Distillation for Generative Tasks Neural Architecture Search for Edge-Cloud Model Pruning for Edge Deployment Transfer Learning for Generative AI on Edge Adversarial Robustness of Edge Models Online Learning for Dynamic Environments Edge-Cloud Continuum Fog Computing for Generative AI Mobile Edge Cloud (MEC) Orchestration Service Function Chaining (SFC) for Generative AI Network Slicing for Generative AI Applications

This book deep dives into the theoretical background of bioacoustics, signal processing techniques, feature extraction and pattern recognition algorithms, and technically advanced case studies in bioacoustics AI. By exploring the intricate characteristics of bioacoustic signals, this book offers a c...

Mobile Technologies for Smart Healthcare System Design

Xiaonan Guo, Yan Wang, Jerry Cheng, Yingying (Jennifer) Chen
Springer International Publishing
181.89 € · Paperback

Mobile healthcare activity recognition WiFi sensing millimeter wave photoplethysmography, gesture recognition sign language user authentication machine learning deep learning signal processing channel state information domain adaptation generative adversarial networks Doppler effect

This book offers a comprehensive examination of mobile technologies in healthcare. It starts by covering wireless solutions, including WiFi signals and mmWave technology for activity recognition, fitness assistance, and eating habit monitoring. The discussion extends to wearable technologies that fo...

Learning-Based Dense Monocular Depth Estimation for Cystoscopic Videos

Peter Somers
Shaker
55.8 € · Paperback

Depth Estimation Adversarial Training Neural Networks

This work provides a method of producing dense depth estimations of a cystoscopic image through the embedding of a synthetic environment and using adversarial neural network training....

Domain Adaptation in Computer Vision Applications

Springer International Publishing
160.49 € · Paperback

Visual Applications Image Categorization Pattern Recognition Data Analytics Unsupervised Domain Adaptation Transductive Transfer Learning Domain Shift Feature Transformation Subspace Learning Landmark Selection Maximum Mean Discrepancy Grassman Manifold Geodesic Flow Subspace Alignment Marginalized Denoising Autoencoders

This comprehensive text/reference presents a broad review of diverse domain adaptation (DA) methods for machine learning, with a focus on solutions for visual applications. The book collects together solutions and perspectives proposed by an international selection of pre-eminent experts in the fiel...

Domain Adaptation in Computer Vision Applications

Springer International Publishing
149.79 € · eBook

Visual Applications Image Categorization Pattern Recognition Data Analytics Unsupervised Domain Adaptation Transductive Transfer Learning Domain Shift Feature Transformation Subspace Learning Landmark Selection Maximum Mean Discrepancy Grassman Manifold Geodesic Flow Subspace Alignment Marginalized Denoising Autoencoders

This comprehensive text/reference presents a broad review of diverse domain adaptation (DA) methods for machine learning, with a focus on solutions for visual applications. The book collects together solutions and perspectives proposed by an international selection of pre-eminent experts in the fiel...

The Human Side of AI Security

Shaila Rana
Springer International Publishing
192.59 € · eBook

AI security cybersecurity workforce AI talent gap security culture AI risk management human factors in cybersecurity AI team building CISO leadership machine learning security adversarial AI AI governance organizational resilience security training AI threat modeling prompt injection

The Human Side of AI Security addresses the most overlooked dimension of artificial intelligence risk: the people, teams, and organizational cultures responsible for securing it. The book examines the widening AI security talent gap, the cultural friction between AI researchers and security practiti...

Artificial Intelligence and Cybersecurity

Springer International Publishing
160.49 € · eBook

artificial intelligence cybersecurity applied mathematics IT law ethics cyber threat security management resilience engineering mission critical systems cybersecurity training machine learning differential privacy Android malware malware detection radio signal intelligence

This book discusses artificial intelligence (AI) and cybersecurity from multiple points of view. The diverse chapters reveal modern trends and challenges related to the use of artificial intelligence when considering privacy, cyber-attacks and defense as well as applications from malware detect...

Artificial Intelligence and Cybersecurity

Springer International Publishing
171.19 € · Paperback

artificial intelligence cybersecurity applied mathematics IT law ethics cyber threat security management resilience engineering mission critical systems cybersecurity training machine learning differential privacy Android malware malware detection radio signal intelligence

This book discusses artificial intelligence (AI) and cybersecurity from multiple points of view. The diverse chapters reveal modern trends and challenges related to the use of artificial intelligence when considering privacy, cyber-attacks and defense as well as applications from malware detect...

Mobile Technologies for Smart Healthcare System Design

Xiaonan Guo, Yan Wang, Jerry Cheng, Yingying (Jennifer) Chen
Springer International Publishing
181.89 € · eBook

Mobile healthcare activity recognition WiFi sensing millimeter wave photoplethysmography, gesture recognition sign language user authentication machine learning deep learning signal processing channel state information domain adaptation generative adversarial networks Doppler effect

This book offers a comprehensive examination of mobile technologies in healthcare. It starts by covering wireless solutions, including WiFi signals and mmWave technology for activity recognition, fitness assistance, and eating habit monitoring. The discussion extends to wearable technologies that fo...

Robust AI: Security and Privacy Issues in Machine Learning

Nandish Chattopadhyay, Anupam Chattopadhyay, Amira Guesmi, Muhammad Abdullah Hanif, Muhammad Shafique
Springer Singapore
€ · eBook

Watermarking Neural Networks Robust Federated Learning AI Security Robust Machine Learning Adversarial Attacks And Defences Protecting Privacy of Training Data Protecting IP of Trained Models Efficient Decision-based Adversarial Attacks Pre-Processing based Defenses Patch-based real-world adversarial attacks

This book studies in detail the robustness of machine learning (ML) algorithms involved in dealing with vulnerabilities where the errors or malfunctions are both intentional and malicious, therefore being associated with a specific attack model. Reliability is key to the wider adoption of machine le...

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