Attacks and Defenses in Robust Machine Learning

· Maria Johnsen
Ebook
405
Pages
Eligible
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About this ebook

Attacks and Defenses in Robust Machine Learning is an authoritative, deeply structured guide that explores the full spectrum of adversarial machine learning. Designed for engineers, researchers, cybersecurity experts, and policymakers, the book delivers critical insights into how modern AI systems can be compromised and how to protect them.

Spanning 30 chapters, it covers everything from adversarial theory and attack taxonomies to hands-on defense strategies across key domains like vision, NLP, healthcare, finance, and autonomous systems. With mathematical depth, real-world case studies, and forward-looking analysis, it balances rigor and practicality.

Ideal for:

- ML engineers and cybersecurity professionals building resilient systems

- Researchers and grad students studying adversarial ML

- Policy and tech leaders shaping AI safety and legal frameworks

Key features:

- In-depth coverage of attacks (evasion, poisoning, backdoors) and defenses (distillation, transformations, robust architectures)

- Sector-specific risks and mitigation strategies

- Exploration of privacy risks, legal implications, and future trends

This is the definitive resource for anyone aiming to understand and secure AI in an increasingly adversarial landscape.

About the author

Maria Johnsen is a dynamic storyteller, visionary, and multilingual digital marketing expert with a passion for blending art, technology, and communication. She published 97 books. Originally from the charming city of Trondheim, Norway, Maria grew up immersed in a rich cultural landscape, which honed her ability to create meaningful connections across diverse markets. Her expertise makes her an invaluable partner to investors and businesses seeking to expand their global reach.

A Lifelong Commitment to Learning and Growth

Maria’s journey is a testament to her relentless pursuit of knowledge. From studying at a prestigious boarding school in Paris, where she quickly mastered French, to earning degrees in Information Technology, AI and Computer Engineering, Informatics, Film Production, and Beauty Arts, she has continuously sought to broaden her horizons. Her education reflects her deep belief in the transformative power of learning both personally and professionally.

Her dedication to teaching has also played a key role in her career. Maria worked on a cross-cultural project between Russia and Norway, teaching Russian to Norwegian managers and bankers involved in an agricultural initiative in Arkhangelsk, Russia. This experience showcased her ability to bridge cultural divides and foster international collaboration.

A Passion for Teaching and Mentorship

Maria’s impact extends beyond her own achievements. While teaching in Changchun, China, she inspired 170 students, with 70% securing scholarships to continue their studies in the U.S. and Canada. Her innovative teaching methods and dedication to student success highlight her commitment to nurturing future leaders, aligning with the goals of those investing in global talent.

In 2017, Maria began transforming her poetry into song lyrics, using her films as a platform for her evolving artistic expression. This marked the beginning of her journey as a songwriter. One of her standout tracks, Unbreakable Spirit, serves as a motivational anthem for those facing adversity, encouraging them to rise above challenges.

Maria’s album, Nordlysets Kamp, delves into themes of resilience and hope, blending Folk, Rock, and Metal. Inspired by the breathtaking beauty of Norway’s landscapes, the album captures the spirit of endurance in the face of life’s struggles.

Crafting Stories Across Film, Books, and Beyond

Maria’s storytelling extends beyond music. As a filmmaker and author, she has written 85 books and films, distributed in over 250 countries. Her work sparks conversations that bridge cultural divides and explores a wide range of topics, including:

·      The Business of Filmmaking: Networking and Strategies in the Movie Industry

·      The Future of Artificial Intelligence in Digital Marketing

·      Blockchain in Digital Marketing: A New Paradigm of Trust

·      Multilingual Digital Marketing: Managing for Excellence

·      Sales in the Age of Intelligent Web

·      Computer Engineering, Neural Networks, and Generative AI

·      Nanotechnology, AI Alignment and Misalignment, and Large Language Models (LLMs)

·      Each book is more than just a guide; it’s an invitation to explore new ideas and inspire innovation.

·      An Entrepreneurial Spirit Empowering Brands Worldwide

Maria’s entrepreneurial spirit led her to establish Golden Way Media, a multilingual digital marketing agency. With a deep understanding of cultural dynamics, she helps brands connect authentically with their audiences, cutting through the digital noise with strategies that empower businesses to thrive in an ever-evolving market.

A Connector of Cultures, Ideas, and People

At her core, Maria is a connector a bridge between diverse cultures, ideas, and people. Whether mentoring aspiring filmmakers, guiding students, or collaborating with businesses, Maria values each relationship and approaches every interaction with empathy, a shared vision for growth, and the belief that collaboration can lead to meaningful change.

Maria Johnsen is more than an accomplished professional, she embodies the transformative power of creativity, passion, and innovation. Her journey invites others to explore new ideas, embrace diversity, and drive positive change in the world. As you discover her work, you’re invited to join her on a path of growth and impact, unlocking endless possibilities to build a brighter future for businesses and communities alike.

 

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