{"id":1643,"date":"2024-05-08T10:26:08","date_gmt":"2024-05-08T10:26:08","guid":{"rendered":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/test\/?page_id=1643"},"modified":"2024-05-17T14:29:09","modified_gmt":"2024-05-17T14:29:09","slug":"rcds","status":"publish","type":"page","link":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/research-2\/research-projects\/rcds\/","title":{"rendered":"Reality-centric Data Science"},"content":{"rendered":"\n<p>This Community puts the inherent and unavoidable complexity of the real world at the heart of designing, training, testing and deploying models for data analysis. The Reality-centric Data Science can operate effectively, reliably, and accountably in the real world.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>We propose a <strong>reality-centric research agenda<\/strong> consisting of three pillars to pull together different areas of current research and build the necessary novel DS tools and models to deliver the world-changing potential of Artificial Intelligence (AI) and to answer the following questions:<\/p>\n\n\n\n<ul>\n<li>Inputs \u2013 How to model the world? How to operate with real-world data? What data to acquire? Because \u201cdata is food for AI\u201d our actions will support the transition from a <em>model-driven AI<\/em> (collect what data you can and develop a successful model dealing with noisy data; hold the data fixed and iteratively improve the code\/model) to a <em>data-driven AI<\/em> (the consistency of the data is paramount; use various tools to improve the data quality to allow multiple models to do well; hold the code fixed and iteratively improve the data)<\/li>\n\n\n\n<li>Outputs \u2013 How to adapt to changing circumstances post-deployment? How to respond to dynamic measures of success \/ performance? How to respect human constraints?<\/li>\n\n\n\n<li>Ecosystem \u2013 How and when to interact with humans\/other systems? How to support interoperability with other components\/systems?<\/li>\n<\/ul>\n\n\n\n<p><strong>How to get involved?<\/strong><\/p>\n\n\n\n<p>Contact the EUTOPIA curriculum team:&nbsp;Karen Triquet (karen.triquet@vub.be)<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Learning Community Members<\/strong><\/p>\n\n\n\n<ul>\n<li>Lead: Laura Dio\u0219an (UBB). Email: laura.diosan@admin<\/li>\n\n\n\n<li>Partner: Octavian-Mihai Machidon (UL). Email: octavian.machidon@fri.uni-lj.si<\/li>\n\n\n\n<li>Partner: Mohamed Ndaoud (CY). Email: mohamed.ndaoud@essec.edu<\/li>\n\n\n\n<li>Partner: Harris Kyriakou (CY). Email: kyriakou@essec.edu<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This Community puts the inherent and unavoidable complexity of the real world at the heart of designing, training, testing and deploying models for data analysis. The Reality-centric Data Science can operate effectively, reliably, and accountably in the real world. We propose a reality-centric research agenda consisting of three pillars to pull together different areas of [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":757,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages\/1643"}],"collection":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/comments?post=1643"}],"version-history":[{"count":4,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages\/1643\/revisions"}],"predecessor-version":[{"id":1654,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages\/1643\/revisions\/1654"}],"up":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages\/757"}],"wp:attachment":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/media?parent=1643"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}