From the Preface What’s In This Book? We wrote this book to provide a framework for discussing the inevitable marriage of two ubiquitous concepts: machine learning and security. While there is some literature on the intersection of these subjects (and multiple conference workshops: CCS’s AISec, AAAI’s AICS, and NIPS’s Machine Deception), most of the existing work is academic or theoretical. In particular, we did not find a guide that provides concrete, worked examples with code that can educate security practitioners about data science and help machine learning practitioners think about modern security problems effectively. In examining a broad range of topics in the security space, we provide examples of how machine learning can be applied to augment or replace rule-based or heuristic solutions to problems like intrusion detection, malware classification, or network analysis. In addition to exploring the core machine learning algorithms and techniques, we focus on the challenges of building maintainable, reliable, and scalable data mining systems in the security space. Through worked examples and guided discussions, we show you how to think about data in an adversarial environment and how to identify the important signals that can get drowned out by noise. Who Is This Book For? If you are working in the security field and want to use machine learning to improve your systems, this book is for you. If you have worked with machine learning and now want to use it to solve security problems, this book is also for you. We assume you have some basic knowledge of statistics; most of the more complex math can be skipped upon your first reading without losing the concepts. We also assume familiarity with a programming language. Our examples are in Python and we provide references to the Python packages required to implement the concepts we discuss, but you can implement the same concepts using open source libraries in Java, Scala, C++, Ruby, and many other languages.
✔ Author(s): Clarence Chio,David Freeman
✔ Title: Machine Learning and Security: Protecting Systems with Data and Algorithms
✔ Rating : 4.4 out of 5 base on (48 reviews)
✔ ISBN-10: 1491979909
✔ Language: English
✔ Format ebook: PDF, EPUB, Kindle, Audio, HTML and MOBI
✔ Device compatibles: Android, iOS, PC and Amazon Kindle
Readers' opinions about Machine Learning and Security by Clarence Chio
Cedrica Ingram
Get lost in a fantastical realm where magic and adventure await at every turn. The author's imaginative world-building and captivating narrative draw you in from the start. Engaging characters and thrilling quests make for an exciting read. The plot twists and turns keep you hooked until the very end. It's a book that sparks the imagination and takes you on a wild ride. Perfect for fans of fantasy.
Dayne Holt
Explore the complexities of human relationships in this beautifully crafted novel. The author's nuanced writing and rich character development make for an engaging read. Each storyline intertwines seamlessly, creating a tapestry of interconnected lives. The emotional depth and realistic portrayal of life's challenges resonate deeply. It's a book that stays with you long after you've finished reading. Perfect for fans of literary fiction.
Langley Benson
Experience the inspiring journey of an individual overcoming incredible odds in this powerful memoir. The author's candid and heartfelt writing brings their story to life. Each chapter reveals the resilience and strength of the human spirit. The narrative is both informative and deeply moving, offering valuable life lessons. It's a story that motivates and inspires, making it a must-read. Perfect for those seeking inspiration and personal growth.
Gaslighting: A Step-by-Step Recovery Guide to Heal from Emotional Abuse and Build Healthy Relationships, DK Eyewitness Bulgaria (Travel Guide), Wardlaw’s Contemporary Nutrition: A Functional Approach, The Mind of an Entrepreneur: Mental Strategies for Navigating the World of Business, Day Hiking: Mount Rainier: National Park, Crystal Mountain, Cayuse and Chinook Passes, Fireflies Light the Night, Computer Decoder: Dorothy Vaughan, Computer Scientist (Picture Book Biography), Deep Learning for Vision Systems, Parenting Your Fifth Grader: A Guide to Making the Most of the “I’ve Got This” Phase, Science: A Visual Encyclopedia (DK Children’s Visual Encyclopedias),