{"id":6590,"date":"2021-12-01T12:57:35","date_gmt":"2021-12-01T12:57:35","guid":{"rendered":"https:\/\/www.digitalfutures.kth.se\/?page_id=6590"},"modified":"2022-03-17T14:06:01","modified_gmt":"2022-03-17T14:06:01","slug":"saikat-chatterjee","status":"publish","type":"page","link":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/digital-futures-fellows\/saikat-chatterjee\/","title":{"rendered":"Saikat Chatterjee"},"content":{"rendered":"<div class=\"paragraphs\">\n<p><i>Title of the <\/i><i>project<br \/>\n<\/i><strong><span class=\"EOP SCXW73204867 BCX0\" data-ccp-props=\"{}\"><span class=\"TextRun SCXW156953044 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW156953044 BCX0\">Explainable Machine Learning<\/span><\/span><\/span><\/strong><\/p>\n<p><em><span class=\"TextRun MacChromeBold SCXW159808564 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW159808564 BCX0\">Background<\/span><span class=\"NormalTextRun SCXW159808564 BCX0\">\u00a0<\/span><span class=\"NormalTextRun SCXW159808564 BCX0\">and summary of fellowship<\/span><span class=\"NormalTextRun SCXW159808564 BCX0\">:<br \/>\n<\/span><\/span><\/em><span data-contrast=\"auto\">Data has all the information, and efficient processing of data for information extraction is a key to achieving the right decision. Computers help to understand\u00a0the data, extract important information and then finally provide a decision. Computers use a particular tool from the engineering field of computer science, called machine learning for realizing the help. The use of machine learning is growing, from speech recognition to robots to autonomous cars to medical fields including life science data analysis. Today machine learning is at the core of many intelligent systems across all science and engineering fields. Naturally, machine learning has to be highly reliable. Thanks to the Digital Futures fellowship, I am fortunate to address a challenge in modern machine learning. The challenge is how to make the machine\u00a0learning\u00a0fields more trustworthy and unbiased. For example, a visual camera-based face recognition system should not discriminate against people due to skin colour or gender.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Towards the challenge, a prime concern is to develop explainable machine learning (xML) systems, closely related to explainable artificial intelligence (xAI). Preferably, users should be able to understand what can be the precise effect or outcome of the systems before their formal use. Mistakes after formal use are costly in many situations, for example, detection of infection in a clinic\/hospital. We should fully understand how computers use data for information extraction, and then reach a decision using the information. In turn, how computers can explain actions to users. The development of\u00a0xML\/xAI\u00a0requires a confluence of mathematics, computer science and real-life understanding of applications scenarios including user perspectives.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Explainable Machine Learning<\/p>\n","protected":false},"author":46,"featured_media":0,"parent":6563,"menu_order":186,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-6590","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Saikat Chatterjee &#8212; Digital Futures<\/title>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Saikat Chatterjee &#8212; Digital Futures\" \/>\n<meta property=\"og:description\" content=\"Explainable Machine Learning\" \/>\n<meta property=\"og:url\" content=\"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/digital-futures-fellows\/saikat-chatterjee\/\" \/>\n<meta property=\"og:site_name\" content=\"Digital Futures\" \/>\n<meta property=\"article:modified_time\" content=\"2022-03-17T14:06:01+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Estimated 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:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/research\\\/digital-futures-fellows\\\/saikat-chatterjee\\\/\",\"url\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/research\\\/digital-futures-fellows\\\/saikat-chatterjee\\\/\",\"name\":\"Saikat Chatterjee &#8212; Digital Futures\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/#website\"},\"datePublished\":\"2021-12-01T12:57:35+00:00\",\"dateModified\":\"2022-03-17T14:06:01+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/research\\\/digital-futures-fellows\\\/saikat-chatterjee\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/research\\\/digital-futures-fellows\\\/saikat-chatterjee\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/research\\\/digital-futures-fellows\\\/saikat-chatterjee\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Research\",\"item\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/research\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Digital Futures Fellows\",\"item\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/research\\\/digital-futures-fellows\\\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Saikat Chatterjee\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/#website\",\"url\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/\",\"name\":\"Digital Futures\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/#organization\",\"name\":\"Digital Futures\",\"url\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"\\\/wp-content\\\/uploads\\\/sites\\\/7\\\/2020\\\/11\\\/df_black_hires.png\",\"contentUrl\":\"\\\/wp-content\\\/uploads\\\/sites\\\/7\\\/2020\\\/11\\\/df_black_hires.png\",\"width\":5870,\"height\":856,\"caption\":\"Digital Futures\"},\"image\":{\"@id\":\"https:\\\/\\\/wpmu-tris.sys.kth.se\\\/digitalfutures\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Saikat Chatterjee &#8212; Digital Futures","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"en_GB","og_type":"article","og_title":"Saikat Chatterjee &#8212; Digital Futures","og_description":"Explainable Machine Learning","og_url":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/digital-futures-fellows\/saikat-chatterjee\/","og_site_name":"Digital Futures","article_modified_time":"2022-03-17T14:06:01+00:00","twitter_card":"summary_large_image","twitter_misc":{"Estimated reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/digital-futures-fellows\/saikat-chatterjee\/","url":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/digital-futures-fellows\/saikat-chatterjee\/","name":"Saikat Chatterjee &#8212; Digital Futures","isPartOf":{"@id":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/#website"},"datePublished":"2021-12-01T12:57:35+00:00","dateModified":"2022-03-17T14:06:01+00:00","breadcrumb":{"@id":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/digital-futures-fellows\/saikat-chatterjee\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/digital-futures-fellows\/saikat-chatterjee\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/digital-futures-fellows\/saikat-chatterjee\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/"},{"@type":"ListItem","position":2,"name":"Research","item":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/"},{"@type":"ListItem","position":3,"name":"Digital Futures Fellows","item":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/digital-futures-fellows\/"},{"@type":"ListItem","position":4,"name":"Saikat Chatterjee"}]},{"@type":"WebSite","@id":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/#website","url":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/","name":"Digital Futures","description":"","publisher":{"@id":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/#organization","name":"Digital Futures","url":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/#\/schema\/logo\/image\/","url":"\/wp-content\/uploads\/sites\/7\/2020\/11\/df_black_hires.png","contentUrl":"\/wp-content\/uploads\/sites\/7\/2020\/11\/df_black_hires.png","width":5870,"height":856,"caption":"Digital Futures"},"image":{"@id":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/wp-json\/wp\/v2\/pages\/6590","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/wp-json\/wp\/v2\/users\/46"}],"replies":[{"embeddable":true,"href":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/wp-json\/wp\/v2\/comments?post=6590"}],"version-history":[{"count":6,"href":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/wp-json\/wp\/v2\/pages\/6590\/revisions"}],"predecessor-version":[{"id":8075,"href":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/wp-json\/wp\/v2\/pages\/6590\/revisions\/8075"}],"up":[{"embeddable":true,"href":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/wp-json\/wp\/v2\/pages\/6563"}],"wp:attachment":[{"href":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/wp-json\/wp\/v2\/media?parent=6590"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}