{"product_id":"9781789614671-machine-learning-for-cybersecu","title":"Machine Learning for Cybersecurity Cookbook","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eOver 80 recipes on how to implement machine learning algorithms for building security systems using Python. This book helps data scientists and cybersecurity experts on implementing the latest AI techniques in cybersecurity. Concrete and clear steps for implementing ML security systems are provided, saving you months in research and development. By the end of this book, you will be able to build defensive systems to curb cybersecurity threats. \u003cp\u003e\u003cb\u003eLearn how to apply modern AI to create powerful cybersecurity solutions for malware, pentesting, social engineering, data privacy, and intrusion detection\u003c\/b\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eManage data of varying complexity to protect your system using the Python ecosystem\u003c\/li\u003e\n\u003cli\u003eApply ML to pentesting, malware, data privacy, intrusion detection system(IDS) and social engineering\u003c\/li\u003e\n\u003cli\u003eAutomate your daily workflow by addressing various security challenges using the recipes covered in the book\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eOrganizations today face a major threat in terms of cybersecurity, from malicious URLs to credential reuse, and having robust security systems can make all the difference. With this book, you'll learn how to use Python libraries such as TensorFlow and scikit-learn to implement the latest artificial intelligence (AI) techniques and handle challenges faced by cybersecurity researchers.\u003c\/p\u003e\n\u003cp\u003eYou'll begin by exploring various machine learning (ML) techniques and tips for setting up a secure lab environment. Next, you'll implement key ML algorithms such as clustering, gradient boosting, random forest, and XGBoost. The book will guide you through constructing classifiers and features for malware, which you'll train and test on real samples. As you progress, you'll build self-learning, reliant systems to handle cybersecurity tasks such as identifying malicious URLs, spam email detection, intrusion detection, network protection, and tracking user and process behavior. Later, you'll apply generative adversarial networks (GANs) and autoencoders to advanced security tasks. Finally, you'll delve into secure and private AI to protect the privacy rights of consumers using your ML models. \u003c\/p\u003e\n\u003cp\u003eBy the end of this book, you'll have the skills you need to tackle real-world problems faced in the cybersecurity domain using a recipe-based approach.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eLearn how to build malware classifiers to detect suspicious activities\u003c\/li\u003e\n\u003cli\u003eApply ML to generate custom malware to pentest your security\u003c\/li\u003e\n\u003cli\u003eUse ML algorithms with complex datasets to implement cybersecurity concepts\u003c\/li\u003e\n\u003cli\u003eCreate neural networks to identify fake videos and images\u003c\/li\u003e\n\u003cli\u003eSecure your organization from one of the most popular threats – insider threats\u003c\/li\u003e\n\u003cli\u003eDefend against zero-day threats by constructing an anomaly detection system\u003c\/li\u003e\n\u003cli\u003eDetect web vulnerabilities effectively by combining Metasploit and ML\u003c\/li\u003e\n\u003cli\u003eUnderstand how to train a model without exposing the training data\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis book is for cybersecurity professionals and security researchers who are looking to implement the latest machine learning techniques to boost computer security, and gain insights into securing an organization using red and blue team ML. This recipe-based book will also be useful for data scientists and machine learning developers who want to experiment with smart techniques in the cybersecurity domain. Working knowledge of Python programming and familiarity with cybersecurity fundamentals will help you get the most out of this book.\u003c\/p\u003e\n\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":41049743032417,"sku":"9781789614671","price":45.26,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/2d39d3fb1fb28eb96bdc237802df14e5.png?v=1700716815","url":"https:\/\/www.rarewaves.com\/products\/9781789614671-machine-learning-for-cybersecu","provider":"Rarewaves.com","version":"1.0","type":"link"}