{"id":6774,"date":"2018-01-07T10:42:26","date_gmt":"2018-01-07T05:12:26","guid":{"rendered":"http:\/\/www.allerin.com\/blog\/?p=6774"},"modified":"2018-01-05T20:34:03","modified_gmt":"2018-01-05T15:04:03","slug":"adversarial-machine-learning-machine-learnings-tryst-with-it-security","status":"publish","type":"post","link":"https:\/\/www.allerin.com\/blog\/adversarial-machine-learning-machine-learnings-tryst-with-it-security\/","title":{"rendered":"Adversarial Machine Learning: machine learning\u2019s tryst with IT security"},"content":{"rendered":"<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security-1.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-6843\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security-1.jpg\" alt=\"\" width=\"770\" height=\"513\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security-1.jpg 770w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security-1-300x200.jpg 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security-1-768x512.jpg 768w\" sizes=\"auto, (max-width: 770px) 100vw, 770px\" \/><\/a><\/p>\n<p>Machine learning is a technology that has been associated with <a href=\"https:\/\/www.itproportal.com\/features\/work-smart-how-ai-machines-are-making-us-more-efficient\/\" target=\"_blank\" rel=\"noopener\">artificial intelligence to convert normal things into smart things<\/a>.\u00a0 The machines focus on learning automatically from its user and automatically improve and ease out the human processes. Machine learning algorithms enable machines to learn freely from their surroundings and from how their users operate them. This technology has automated various things such as cars, commercial flights, and e-mail systems. However, since the last few years, security of the information stored on smart devices has been questioned time and again. This has led to the introduction of adversarial machine learning to prevent malware from manipulating the machines and enslaving them.<\/p>\n<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-6825\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security.jpg\" alt=\"\" width=\"834\" height=\"467\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security.jpg 834w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security-300x168.jpg 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/01\/Adversarial-Machine-Learning-machine-learning-is-tryst-with-IT-security-768x430.jpg 768w\" sizes=\"auto, (max-width: 834px) 100vw, 834px\" \/><\/a><\/p>\n<h1>Why we need adversarial machine learning?<\/h1>\n<p>Adversarial machine learning technique focuses on researching the possible ways a machine can be hacked. This technique lies at the intersection of <a href=\"https:\/\/www.allerin.com\/blog\/machine-learning-in-cybersecurity\" target=\"_blank\" rel=\"noopener\">machine learning and IT security<\/a>.\u00a0 It usually focuses on challenging a machine\u2019s security. This can be done at almost every phase of machine learning, such as training operation.<\/p>\n<h6><\/h6>\n<p>There are several ways for starting adversarial machine learning; one of it is by adding noise to the photo. By doing so, a machine often fails to recognize the image and eventually learns false knowledge about the user\/system. By adding noise, often the information about the pixels is mismanaged.<\/p>\n<h6><\/h6>\n<p>Another type of attack is the evasion attack, in this type of an attack; the inputs that are potentially malicious are masked in such a manner that they are capable of evading detection. These attacks are often considered to be safe by the system, which are often built with weak algorithms.<\/p>\n<h6><\/h6>\n<p>Poisoning attacks are also one of the attacks that have been persistent in machines in the last few years. This kind of an attack focuses on influencing\u00a0 information to change the outcomes during the learning phase.<\/p>\n<h1>How can adversarial machine learning help?<\/h1>\n<p>There are several steps for safeguarding your machines. All of them include various types of researchers finding the possible botches in the information. This is referred to as layering a machine\u2019s defenses, as there is no single solution.<\/p>\n<h6><\/h6>\n<p>Researchers need to identify the origin of information and how prone that patch of information is to being compromised. When researchers have completed this process, they can easily check the origins and make the required changes. At times, checking for the origin of information leakage is extremely difficult; at such times researchers can refer to checks in the training method of the machine.<\/p>\n<h6><\/h6>\n<p>Creating stronger algorithms always helps, as they define the patterns in which the machine operates. If the algorithms are developed in such a manner that they can prevent machines from being hacked, security increases as machines become capable of dodging these attacks and <a href=\"https:\/\/www.jisc.ac.uk\/guides\/protect-your-business-look-after-your-information\" target=\"_blank\" rel=\"noopener\">protecting organizational information<\/a>.<\/p>\n<h6><\/h6>\n<p>Adversarial machine learning is still in its infancy phase and will take its time to be understood by people across several industries. Organizations are trying to leverage this form of machine learning and increasing the strength and security of their information.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine learning is a technology that has been associated with artificial intelligence to convert normal things into smart things.\u00a0 The machines focus on learning automatically from its user and automatically&#8230;<\/p>\n","protected":false},"author":1,"featured_media":6843,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[5,130],"tags":[503],"class_list":["post-6774","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-digital-business","tag-adversarial-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v27.6) - 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