Securing Artificial Intelligence Model Weights
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Securing Ai Model Weights
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Author : Sella Nevo
language : en
Publisher: Rand Corporation
Release Date : 2024-05-30
Securing Ai Model Weights written by Sella Nevo and has been published by Rand Corporation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-30 with Computers categories.
The authors describe how to secure the weights of frontier artificial intelligence and machine learning models (that is, models that match or exceed the capabilities of the most advanced models at the time of their development).
Securing Artificial Intelligence Model Weights
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Author : Sella Nevo
language : en
Publisher:
Release Date : 2023
Securing Artificial Intelligence Model Weights written by Sella Nevo and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with categories.
As frontier artificial intelligence (AI) models become more capable, protecting them from malicious actors will become more important. If AI systems rapidly become more capable over the next few years, achieving sufficient security will require investments--starting today--well beyond what the default trajectory appears to be. This working paper suggests steps that can be taken now to avoid future problems.
Practical Guide To Artificial Intelligence For Secure Software Systems
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Author : Virender Dhiman
language : en
Publisher: Xoffencer international book publication house
Release Date : 2024-07-04
Practical Guide To Artificial Intelligence For Secure Software Systems written by Virender Dhiman and has been published by Xoffencer international book publication house this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-04 with Law categories.
There is no doubt that the world today is a lot different than it was fifty or even thirty years ago, from the standpoint of technology. Just imagine when we landed the first man on the moon back in 1969. All of the computers that were used at NASA were all mainframe computers, developed primarily by IBM and other related computer companies. These computers were very large and massive—in fact, they could even occupy an entire room. Even the computers that were used on the Saturn V rocket and in the Command and Lunar Excursion Modules were also of the mainframe type. Back then, even having just 5 MB of RAM memory in a small computer was a big thing. By today’s standards, the iPhone is lightyears away from this kind of computing technology, and in just this one device, we perhaps have enough computing power to send the same Saturn V rocket to the moon and back at least 100 times. But just think about it, all that was needed back then was just this size of memory. The concepts of the Cloud, virtualization, etc. were barely even heard of. The computers that were designed back then, for example, had just one specific purpose: to process the input and output instructions (also known as “I/O”) so that the spacecrafts could have a safe journey to the moon, land on it, and return safely back to Earth once again. Because of these limited needs (though considered to be rather gargantuan at the time), all that was needed was just that small amount of memory. But by today’s standards, given all of the applications that we have today, we need at least 1,000 times that much just to run the simplest of Cloud-based applications. But also back then, there was one concept that was not even heard of quite yet: Cybersecurity. In fact, even the term of “Cyber” was not even heard of. Most of the security issues back then revolved around physical security. Take, for example, NASA again. The main concern was only letting the authorized and legitimate employees into Mission Control. Who would have thought that back then there was even the slightest possibility that a Cyberattacked could literally take over control of the computers and even potentially steer the Saturn V rocket away from its planned trajectory
Artificial Intelligence For Cloud Edge Computing
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Author : Jayaraman Kumarappan
language : en
Publisher: RK Publication
Release Date : 2024-11-22
Artificial Intelligence For Cloud Edge Computing written by Jayaraman Kumarappan and has been published by RK Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-22 with Computers categories.
Artificial Intelligence for Cloud & Edge Computing the integration of AI with cloud and edge computing, highlighting how these technologies transform data processing and decision-making. The AI models optimized for distributed environments, addressing challenges like latency, security, and scalability. It key applications across industries, examines emerging trends, and provides insights into the future of intelligent systems. Designed for professionals, researchers, and students, it offers a comprehensive understanding of how AI enhances computing efficiency at both centralized cloud infrastructures and decentralized edge devices.
Navigating The Intersection Of Artificial Intelligence Security And Ethical Governance
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Author : Reza Montasari
language : en
Publisher: Springer Nature
Release Date : 2024-11-26
Navigating The Intersection Of Artificial Intelligence Security And Ethical Governance written by Reza Montasari and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-26 with Computers categories.
This book not only equips the readers with the essential knowledge to gain a nuanced understanding of the present cyber threat landscape but also offers strategic foresight to navigate the challenges looming on our digital horizon. In the ever-evolving realm of cyberspace, this meticulously crafted book reveals the escalating cyber threats challenging the foundations of global security and governance. Unprecedented in its synthesis of academic rigour and practical insight, “Sentinels of Cyberspace: Navigating the Intersection of AI, Security, and Ethical Governance in Western Democracies” demystifies the complex relationship between cybersecurity and AI. Rich with comprehensive literature reviews, insightful case studies, and forward-looking perspectives, this book serves as an indispensable guide for scholars, policymakers, practitioners, researchers, and all those concerned with the security fabric of Western democracies. Its unique blend of theoretical frameworks and real-world scenarios creates a transformative bridge between academic discourse and practical application. From foundational explorations of AI to in-depth analyses of its applications in decision-making, crime analysis, counter-terrorism, and predictive modelling, each chapter weaves a narrative that not only articulates contemporary challenges but also lays the groundwork for practical solutions. This transformative work actively engages with ethical dimensions, ensuring a delicate balance between theoretical insights and actionable considerations. More than just informative, “Sentinels of Cyberspace: Navigating the Intersection of Artificial Intelligence, Security, and Ethical Governance in Western Democracies” is a roadmap to navigate the intricate landscape of cybersecurity and AI integration, propelling the discourse towards innovative solutions. For those intrigued by the evolving dynamics of our digital era, this book is an essential companion, offering strategic foresight to understand and address the pressing issues at the intersection of technology, security, and governance.
Introduction To Machine Learning With Applications In Information Security
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Author : Mark Stamp
language : en
Publisher: CRC Press
Release Date : 2022-09-27
Introduction To Machine Learning With Applications In Information Security written by Mark Stamp and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-09-27 with Business & Economics categories.
Introduction to Machine Learning with Applications in Information Security, Second Edition provides a classroom-tested introduction to a wide variety of machine learning and deep learning algorithms and techniques, reinforced via realistic applications. The book is accessible and doesn’t prove theorems, or dwell on mathematical theory. The goal is to present topics at an intuitive level, with just enough detail to clarify the underlying concepts. The book covers core classic machine learning topics in depth, including Hidden Markov Models (HMM), Support Vector Machines (SVM), and clustering. Additional machine learning topics include k-Nearest Neighbor (k-NN), boosting, Random Forests, and Linear Discriminant Analysis (LDA). The fundamental deep learning topics of backpropagation, Convolutional Neural Networks (CNN), Multilayer Perceptrons (MLP), and Recurrent Neural Networks (RNN) are covered in depth. A broad range of advanced deep learning architectures are also presented, including Long Short-Term Memory (LSTM), Generative Adversarial Networks (GAN), Extreme Learning Machines (ELM), Residual Networks (ResNet), Deep Belief Networks (DBN), Bidirectional Encoder Representations from Transformers (BERT), and Word2Vec. Finally, several cutting-edge deep learning topics are discussed, including dropout regularization, attention, explainability, and adversarial attacks. Most of the examples in the book are drawn from the field of information security, with many of the machine learning and deep learning applications focused on malware. The applications presented serve to demystify the topics by illustrating the use of various learning techniques in straightforward scenarios. Some of the exercises in this book require programming, and elementary computing concepts are assumed in a few of the application sections. However, anyone with a modest amount of computing experience should have no trouble with this aspect of the book. Instructor resources, including PowerPoint slides, lecture videos, and other relevant material are provided on an accompanying website: http://www.cs.sjsu.edu/~stamp/ML/.
Artificial Intelligence And Financial Security
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Author : Piyush Ranjan
language : en
Publisher: BPB Publications
Release Date : 2024-12-31
Artificial Intelligence And Financial Security written by Piyush Ranjan and has been published by BPB Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-31 with Computers categories.
DESCRIPTION This book “Artificial Intelligence and Financial Security” explores the transformative power of AI in enhancing and safeguarding financial systems. This comprehensive guide looks into AI-driven solutions for fraud detection, risk management, regulatory compliance, and market forecasting. With detailed case studies, actionable insights, and expert analyses, the book equips the readers to tackle emerging challenges in financial security. It provides a deep dive into cutting-edge technologies like ML, blockchain, and AI-powered cybersecurity, while highlighting the critical importance of ethical considerations and compliance with financial regulations. Each chapter is thoughtfully structured to guide readers from foundational concepts to practical strategies and insights into future trends in AI-driven finance. By the end of this book, you will be well-positioned to understand how AI is shaping the future of financial security. You will possess the knowledge to make informed financial decisions and navigate the increasingly AI-driven financial landscape with confidence. KEY FEATURES ● Practical case studies on AI integration for financial security. ● Strategies to optimize and protect financial systems with AI. ● Insights on emerging AI technologies and trends in finance. WHAT YOU WILL LEARN ● Understanding the role of AI in securing and optimizing financial systems. ● Detect fraud and manage risks using AI-driven strategies. ● Apply ML for predictive analytics and anomaly detection. ● Integrate blockchain and AI for enhanced financial security. ● Navigate ethical and regulatory challenges in AI implementation. ● Forecast trends and prepare for AI-driven financial innovation. WHO THIS BOOK IS FOR This book is for financial professionals, AI practitioners, researchers, and policymakers seeking to understand and apply AI in financial security. A basic understanding of finance, technology, or AI concepts is helpful but not mandatory, as the book provides foundational explanations alongside advanced insights. TABLE OF CONTENTS 1. Fundamentals of AI 2. Financial Security Basics 3. AI Applications in Financial Security 4. ML in Financial Security 5. Data Privacy and Security in AI Systems 6. Cybersecurity and AI 7. Blockchain and AI in Financial Security 8. Regulatory and Compliance Challenges in AI 9. Human AI Collaboration in Financial Security 10. AI in Financial Markets 11. Challenges and Risks of AI in Finance 12. Future of AI in Financial Security Appendix A Appendix B
Artificial Intelligence Blockchain Computing And Security Volume 1
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Author : Arvind Dagur
language : en
Publisher: CRC Press
Release Date : 2023-12-01
Artificial Intelligence Blockchain Computing And Security Volume 1 written by Arvind Dagur and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-01 with Computers categories.
This book contains the conference proceedings of ICABCS 2023, a non-profit conference with the objective to provide a platform that allows academicians, researchers, scholars and students from various institutions, universities and industries in India and abroad to exchange their research and innovative ideas in the field of Artificial Intelligence, Blockchain, Computing and Security. It explores the recent advancement in field of Artificial Intelligence, Blockchain, Communication and Security in this digital era for novice to profound knowledge about cutting edges in artificial intelligence, financial, secure transaction, monitoring, real time assistance and security for advanced stage learners/ researchers/ academicians. The key features of this book are: Broad knowledge and research trends in artificial intelligence and blockchain with security and their role in smart living assistance Depiction of system model and architecture for clear picture of AI in real life Discussion on the role of Artificial Intelligence and Blockchain in various real-life problems across sectors including banking, healthcare, navigation, communication, security Explanation of the challenges and opportunities in AI and Blockchain based healthcare, education, banking, and related industries This book will be of great interest to researchers, academicians, undergraduate students, postgraduate students, research scholars, industry professionals, technologists, and entrepreneurs.
Artificial Intelligence Security And Safety
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Author : Binxing Fang
language : en
Publisher: Springer Nature
Release Date : 2025-08-30
Artificial Intelligence Security And Safety written by Binxing Fang and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-08-30 with Computers categories.
This book proposes the architecture of artificial intelligence (AI) security and safety, discusses the topics about AI for security, AI security and AI safety, and makes an in-depth study on the ethical code of AI security and safety. Meanwhile, this book makes a detailed analysis of “artificial intelligence actant” (AIA) concept and its possible security problems, proposes the solutions for the AIA safely hoop, and provides the assessment and detection methods for AIA. Finally, this book discusses the AI cutting-edge technologies, as well as the future development trend of AI security and safety. This book is suitable for researchers, practitioners, regulators and enthusiasts in the field of AI, cyberspace security, etc.
Artificial Intelligence And Security
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Author : Xingming Sun
language : en
Publisher: Springer Nature
Release Date : 2020-08-31
Artificial Intelligence And Security written by Xingming Sun and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-08-31 with Computers categories.
This two-volume set LNCS 12239-12240 constitutes the refereed proceedings of the 6th International Conference on Artificial Intelligence and Security, ICAIS 2020, which was held in Hohhot, China, in July 2020. The conference was formerly called “International Conference on Cloud Computing and Security” with the acronym ICCCS. The total of 142 full papers presented in this two-volume proceedings was carefully reviewed and selected from 1064 submissions. The papers were organized in topical sections as follows: Part I: Artificial intelligence and internet of things. Part II: Internet of things, information security, big data and cloud computing, and information processing.