{"id":181,"date":"2020-01-28T16:27:59","date_gmt":"2020-01-28T16:27:59","guid":{"rendered":"http:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/?p=181"},"modified":"2022-09-29T14:39:43","modified_gmt":"2022-09-29T14:39:43","slug":"applied-data-science-machine-learning-and-robot-tanks","status":"publish","type":"post","link":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/2020\/01\/28\/applied-data-science-machine-learning-and-robot-tanks\/","title":{"rendered":"Applied Data Science: Machine Learning and Robot Tanks"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"181\" class=\"elementor elementor-181\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-185576b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"185576b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f4e8b9\" data-id=\"1f4e8b9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8697cc elementor-widget elementor-widget-text-editor\" data-id=\"b8697cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Recently on the BBC news website I stumbled across an <a href=\"https:\/\/www.bbc.co.uk\/news\/business-50387954\">article<\/a> about the development of robot tanks controlled by a machine learning artificial intelligence. Machine learning is an area of data science which uses statistical models to infer a set of instructions from a set of training data on some past actions. Machine learning algorithms have a wide range of uses, such as retailers recommending products to a certain customer, email filtering and financial trading. Here the use of machine learning in the AI (artificial intelligence) of unmanned war vehicles is explored.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c27a44f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c27a44f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-6d18e81\" data-id=\"6d18e81\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-72de3b7 elementor-widget elementor-widget-image\" data-id=\"72de3b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"750\" height=\"556\" src=\"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-content\/uploads\/sites\/11\/2020\/01\/iStock-1206610683.jpg\" class=\"attachment-large size-large wp-image-310\" alt=\"\" srcset=\"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-content\/uploads\/sites\/11\/2020\/01\/iStock-1206610683.jpg 750w, https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-content\/uploads\/sites\/11\/2020\/01\/iStock-1206610683-300x222.jpg 300w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-05dfe75\" data-id=\"05dfe75\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0a029c5 elementor-widget elementor-widget-text-editor\" data-id=\"0a029c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In 1985 the US army attempted to develop an AI controlled anti-aircraft tank with the development of the <a href=\"https:\/\/www.militaryfactory.com\/armor\/detail.asp?armor_id=644\">M247 Sergeant York<\/a>. The project however was scrapped after an incident where it attempted to target a group of high ranking US army officers. Yet in the time since this debacle, major advances in the field of machine learning have been made, such as the development of <a href=\"http:\/\/www.cs.rhul.ac.uk\/~chrisw\/new_thesis.pdf\">reinforcement learning<\/a>,\u00a0<a href=\"https:\/\/link.springer.com\/article\/10.1007%2FBF00994018\">support vector machines<\/a>, and <a href=\"https:\/\/web.archive.org\/web\/20150526132154\/http:\/\/deeplearning.cs.cmu.edu\/pdfs\/Hochreiter97_lstm.pdf\">long short term memory recurrent machines<\/a>. With these advances among many others, multiple defense contractors have taken up renewed interest in AI controlled war vehicles.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4fe7504 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4fe7504\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-6ae3ca4\" data-id=\"6ae3ca4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-75aca57 elementor-widget elementor-widget-text-editor\" data-id=\"75aca57\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The UK based defense technology group <a href=\"https:\/\/www.qinetiq.com\/\">Qinetiq<\/a> has been in talks with the British army about supplying AI controlled vehicles to carry heavy supplies and equipment as well as move into position to provide cover for human soldiers. Yet these are not programmed to fire weapons. According to the <a href=\"https:\/\/www.bbc.co.uk\/news\/business-50387954\">article<\/a>, a spokesperson from Qinetiq, they never intend to make a vehicle capable of firing a weapon due to difficulty in distinguishing between civilians and soldiers.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-b0f4a72\" data-id=\"b0f4a72\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c7cbf03 elementor-widget elementor-widget-image\" data-id=\"c7cbf03\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"615\" height=\"408\" src=\"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-content\/uploads\/sites\/11\/2020\/01\/tank-1476240189gqg.jpg\" class=\"attachment-large size-large wp-image-184\" alt=\"\" srcset=\"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-content\/uploads\/sites\/11\/2020\/01\/tank-1476240189gqg.jpg 615w, https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-content\/uploads\/sites\/11\/2020\/01\/tank-1476240189gqg-300x199.jpg 300w\" sizes=\"(max-width: 615px) 100vw, 615px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-334de89 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"334de89\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2645d52\" data-id=\"2645d52\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c732eda elementor-widget elementor-widget-text-editor\" data-id=\"c732eda\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Meanwhile in the USA, their army is investing in an unmanned vehicle supplied by <a href=\"https:\/\/www.flir.co.uk\/\">FLIR<\/a>. Technology being developed here involves machine learning being used in conjunction with visual and thermal sensors which have been used to train the vehicle to identify a human and what they are holding (i.e. if they are holding a firearm or not). The aim of this being that it should be able to successfully identify and take out enemies.<\/p><p>All of this however still raises an interesting question about whether or not we should limit the application of machine learning. Ethical questions are raised going forward involving the value of a soldiers life: if the AI is 99.99% accurate, is it worth risking the lives of your own soldiers with a chance the AI will mistake one for an enemy? Is this worth it for the sake of the reduced casualties due to deploying fewer soldiers? These are questions which must be asked in the future if the path of AI controlled weapons is continued down.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Recently on the BBC news website I stumbled across an article about the development of robot tanks controlled by a machine learning artificial intelligence. Machine learning is an area of data science which uses statistical models to infer a set of instructions from a set of training data on some past actions. Machine learning algorithms [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":182,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[22],"tags":[19,20,21],"class_list":["post-181","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning","tag-data-science","tag-machine-learning","tag-military"],"_links":{"self":[{"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/posts\/181","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/comments?post=181"}],"version-history":[{"count":11,"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/posts\/181\/revisions"}],"predecessor-version":[{"id":313,"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/posts\/181\/revisions\/313"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/media\/182"}],"wp:attachment":[{"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/media?parent=181"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/categories?post=181"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lancaster.ac.uk\/stor-i-student-sites\/matthew-randall\/wp-json\/wp\/v2\/tags?post=181"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}