{"id":450,"date":"2020-09-06T12:44:04","date_gmt":"2020-09-06T12:44:04","guid":{"rendered":"https:\/\/aaidm.buas.nl\/?page_id=450"},"modified":"2020-09-06T16:07:14","modified_gmt":"2020-09-06T16:07:14","slug":"ai1-preparation-for-week-2-what-is-a-perceptron","status":"publish","type":"page","link":"https:\/\/aaidm.buas.nl\/?page_id=450","title":{"rendered":"AI1- Preparation for Week 2 &#8211; What is a Perceptron"},"content":{"rendered":"\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<figure class=\"wp-block-table is-style-regular\"><table><tbody><tr><td>Author:<\/td><td><a href=\"https:\/\/francescolelli.info\/\" target=\"_blank\" rel=\"noreferrer noopener\">Francesco Lelli<\/a><\/td><\/tr><tr><td>Learning Line:<\/td><td>What is a Perceptron and how you can use it<\/td><\/tr><tr><td>Course:<\/td><td>AI1: Introduction to Neural Networks<\/td><\/tr><tr><td>Week:<\/td><td>2<\/td><\/tr><tr><td>Competencies:<\/td><td>Understand and implement a Perceptron<\/td><\/tr><tr><td>BoKS:<\/td><td>3aK1 The student understands a supervised learning process and its components. She knows how to apply such a strategy in a specific (business) context.<\/td><\/tr><tr><td>Learning Goals:<\/td><td>Getting familiar with the notion of Perceptron and how you can use it<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div><\/div>\n\n\n\n<p>In a 1958 press conference organized by the US Navy, Rosenblatt made statements about the perceptron that caused a heated controversy among the fledgling AI community; based on Rosenblatt&#8217;s statements, The New York Times reported the perceptron to be &#8220;the embryo of an electronic computer that [the Navy] expects will be able to walk, talk, see, write, reproduce itself and be conscious of its existence. <\/p>\n\n\n\n<p>Unfortunatelly it was quickly proved that perceptrons could not be trained to recognize many classes of patterns<\/p>\n\n\n\n<p>Nevertheless perceprons  are the basic building block of  neural networks.  In short, they are algorithms for supervised learning of binary classifiers. A binary classifier is a function which can decide whether or not an input, represented by a vector of numbers, belongs to some specific class<\/p>\n\n\n\n<p>This video presents the perceptron, a simple model of an individual neuron, and the simplest type of neural network. The manner in which perceptrons define a linear decision boundary is shown, as well as the mechanics of the perceptron learning algorithm. <\/p>\n\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Perceptrons: The Building Blocks of Neural Networks\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/aiDv1NPdXvU?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>This video present a more practical view on how you can use a perceptron and when a non linear approach is more appropriate then a linear one. In short, why it is useful!<\/p>\n\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Perceptron\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/4Gac5I64LM4?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Back-propagation calculus<\/strong><\/h3>\n\n\n\n<p>You are also invited in getting familiar with the following code: <\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/github.com\/mnielsen\/neural-networks-and-deep-learning\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/mnielsen\/neural-networks-and-deep-learning<\/a><\/li><\/ul>\n\n\n\n<p>We will discuss it in detail during the classes <\/p>\n\n\n\n<p>This is week 2 of AI1: Introduction to Artificial Intelligence, link to the all material of the course: <\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"http:\/\/AI1: Introduction to Artificial Intelligence\" target=\"_blank\" rel=\"noreferrer noopener\">AI1: Introduction to Artificial Intelligence<\/a><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Author: Francesco Lelli Learning Line: What is a Perceptron and how you can use it Course: AI1: Introduction to Neural Networks Week: 2 Competencies: Understand and implement a Perceptron BoKS: 3aK1 The student understands a supervised learning process and its components. She knows how to apply such a strategy in a specific (business) context. Learning [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":87,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-450","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI1- Preparation for Week 2 - What is a Perceptron - Applied Artificial Intelligence and Data Management<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aaidm.buas.nl\/?page_id=450\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI1- Preparation for Week 2 - What is a Perceptron - Applied Artificial Intelligence and Data Management\" \/>\n<meta property=\"og:description\" content=\"Author: Francesco Lelli Learning Line: What is a Perceptron and how you can use it Course: AI1: Introduction to Neural Networks Week: 2 Competencies: Understand and implement a Perceptron BoKS: 3aK1 The student understands a supervised learning process and its components. She knows how to apply such a strategy in a specific (business) context. Learning [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aaidm.buas.nl\/?page_id=450\" \/>\n<meta property=\"og:site_name\" content=\"Applied Artificial Intelligence and Data Management\" \/>\n<meta property=\"article:modified_time\" content=\"2020-09-06T16:07:14+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/aaidm.buas.nl\/?page_id=450\",\"url\":\"https:\/\/aaidm.buas.nl\/?page_id=450\",\"name\":\"AI1- Preparation for Week 2 - What is a Perceptron - Applied Artificial Intelligence and Data Management\",\"isPartOf\":{\"@id\":\"https:\/\/aaidm.buas.nl\/#website\"},\"datePublished\":\"2020-09-06T12:44:04+00:00\",\"dateModified\":\"2020-09-06T16:07:14+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/aaidm.buas.nl\/?page_id=450#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/aaidm.buas.nl\/?page_id=450\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/aaidm.buas.nl\/?page_id=450#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/aaidm.buas.nl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Year 1\",\"item\":\"https:\/\/aaidm.buas.nl\/?page_id=80\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Year 1 &#8211; Block B\",\"item\":\"https:\/\/aaidm.buas.nl\/?page_id=84\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"AI1: Introduction to Neural Networks\",\"item\":\"https:\/\/aaidm.buas.nl\/?page_id=87\"},{\"@type\":\"ListItem\",\"position\":5,\"name\":\"AI1- Preparation for Week 2 &#8211; What is a Perceptron\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/aaidm.buas.nl\/#website\",\"url\":\"https:\/\/aaidm.buas.nl\/\",\"name\":\"Applied Artificial Intelligence and Data Management\",\"description\":\"Course Information\",\"publisher\":{\"@id\":\"https:\/\/aaidm.buas.nl\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/aaidm.buas.nl\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/aaidm.buas.nl\/#organization\",\"name\":\"Applied Artificial Intelligence and Data Management\",\"url\":\"https:\/\/aaidm.buas.nl\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/aaidm.buas.nl\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/aaidm.buas.nl\/wp-content\/uploads\/2020\/06\/buas-logo.png\",\"contentUrl\":\"https:\/\/aaidm.buas.nl\/wp-content\/uploads\/2020\/06\/buas-logo.png\",\"width\":382,\"height\":132,\"caption\":\"Applied Artificial Intelligence and Data Management\"},\"image\":{\"@id\":\"https:\/\/aaidm.buas.nl\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI1- Preparation for Week 2 - What is a Perceptron - Applied Artificial Intelligence and Data Management","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/aaidm.buas.nl\/?page_id=450","og_locale":"en_US","og_type":"article","og_title":"AI1- Preparation for Week 2 - What is a Perceptron - Applied Artificial Intelligence and Data Management","og_description":"Author: Francesco Lelli Learning Line: What is a Perceptron and how you can use it Course: AI1: Introduction to Neural Networks Week: 2 Competencies: Understand and implement a Perceptron BoKS: 3aK1 The student understands a supervised learning process and its components. She knows how to apply such a strategy in a specific (business) context. Learning [&hellip;]","og_url":"https:\/\/aaidm.buas.nl\/?page_id=450","og_site_name":"Applied Artificial Intelligence and Data Management","article_modified_time":"2020-09-06T16:07:14+00:00","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/aaidm.buas.nl\/?page_id=450","url":"https:\/\/aaidm.buas.nl\/?page_id=450","name":"AI1- Preparation for Week 2 - What is a Perceptron - Applied Artificial Intelligence and Data Management","isPartOf":{"@id":"https:\/\/aaidm.buas.nl\/#website"},"datePublished":"2020-09-06T12:44:04+00:00","dateModified":"2020-09-06T16:07:14+00:00","breadcrumb":{"@id":"https:\/\/aaidm.buas.nl\/?page_id=450#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/aaidm.buas.nl\/?page_id=450"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/aaidm.buas.nl\/?page_id=450#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/aaidm.buas.nl\/"},{"@type":"ListItem","position":2,"name":"Year 1","item":"https:\/\/aaidm.buas.nl\/?page_id=80"},{"@type":"ListItem","position":3,"name":"Year 1 &#8211; Block B","item":"https:\/\/aaidm.buas.nl\/?page_id=84"},{"@type":"ListItem","position":4,"name":"AI1: Introduction to Neural Networks","item":"https:\/\/aaidm.buas.nl\/?page_id=87"},{"@type":"ListItem","position":5,"name":"AI1- Preparation for Week 2 &#8211; What is a Perceptron"}]},{"@type":"WebSite","@id":"https:\/\/aaidm.buas.nl\/#website","url":"https:\/\/aaidm.buas.nl\/","name":"Applied Artificial Intelligence and Data Management","description":"Course Information","publisher":{"@id":"https:\/\/aaidm.buas.nl\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/aaidm.buas.nl\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/aaidm.buas.nl\/#organization","name":"Applied Artificial Intelligence and Data Management","url":"https:\/\/aaidm.buas.nl\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aaidm.buas.nl\/#\/schema\/logo\/image\/","url":"https:\/\/aaidm.buas.nl\/wp-content\/uploads\/2020\/06\/buas-logo.png","contentUrl":"https:\/\/aaidm.buas.nl\/wp-content\/uploads\/2020\/06\/buas-logo.png","width":382,"height":132,"caption":"Applied Artificial Intelligence and Data Management"},"image":{"@id":"https:\/\/aaidm.buas.nl\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/aaidm.buas.nl\/index.php?rest_route=\/wp\/v2\/pages\/450","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aaidm.buas.nl\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/aaidm.buas.nl\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/aaidm.buas.nl\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aaidm.buas.nl\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=450"}],"version-history":[{"count":4,"href":"https:\/\/aaidm.buas.nl\/index.php?rest_route=\/wp\/v2\/pages\/450\/revisions"}],"predecessor-version":[{"id":495,"href":"https:\/\/aaidm.buas.nl\/index.php?rest_route=\/wp\/v2\/pages\/450\/revisions\/495"}],"up":[{"embeddable":true,"href":"https:\/\/aaidm.buas.nl\/index.php?rest_route=\/wp\/v2\/pages\/87"}],"wp:attachment":[{"href":"https:\/\/aaidm.buas.nl\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=450"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}