{"id":1534,"date":"2024-02-07T12:06:03","date_gmt":"2024-02-07T11:06:03","guid":{"rendered":"https:\/\/fondazione-fair.it\/tp7-data-centric-ai-and-infrastructures\/"},"modified":"2024-09-23T16:02:39","modified_gmt":"2024-09-23T14:02:39","slug":"tp7-data-centric-ai-and-infrastructures","status":"publish","type":"page","link":"https:\/\/fondazione-fair.it\/en\/transversal-projects\/tp7-data-centric-ai-and-infrastructures\/","title":{"rendered":"TP7: Data Centric AI and Infrastructures"},"content":{"rendered":"<section class=\"l-section wpb_row us_custom_2df7d2d9 sezione-intro-singolo-tp height_medium\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"g-cols wpb_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-6 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>PIs:<\/p>\n<ul>\n<li>Donato Malerba (Universit\u00e0 di Bari)<\/li>\n<li>Antonella Poggi (La Sapienza Universit\u00e0 di Roma)<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div><div class=\"vc_col-sm-6 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>Spoke 3: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-3-resilient-ai\/\">Resilient AI<\/a><br \/>\nSpoke 5: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-5-high-quality-ai\/\">High quality AI<\/a><br \/>\nSpoke 6: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-6-symbiotic-ai\/\" target=\"_blank\" rel=\"noopener\">Symbiotic AI<\/a><br \/>\nSpoke 9: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-9-green-aware-ai\/\">Green-aware AI<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section><section class=\"l-section wpb_row height_auto\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"w-separator size_custom with_line width_default thick_1 style_solid color_border align_center\" style=\"height:2px\"><div class=\"w-separator-h\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section><section class=\"l-section wpb_row us_custom_2df7d2d9 height_medium\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"g-cols wpb_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>The recent success of AI is certainly due to the possibility of using massive amounts of data. At the same time, the increasingly more powerful learning algorithms used nowadays are much hungrier for data, thus raising the need, on one hand, for a data-centric approach, where the focus is on labeling, managing, slicing, augmenting, and curating the data, and, on the other hand, for data infrastructures that can support storage scaling as the volume of data grows by ensuring the proper storage capacity, IOPS and reliability. The key idea is that data is the primary arbiter of success or failure and is, therefore, the critical focus of iterative development, requiring sufficient computing resources, including GPUs, besides CPUs, to gain power efficiency. <\/p>\n<p>The main objective of TP7 is to coordinate the aspects related to data in AI processes that are addressed in FAIR. In particular, this will be achieved by supporting exchange and interaction among the Spokes involved in the TP, thus encouraging synergies towards a twofold common goal, namely the development of principles and methodologies for a data-centric development of AI, in which research will focus on the data curation part, and the development of tools and solutions for efficient and secure handling of large datasets as input to AI processes.<\/p>\n<\/div><\/div><div class=\"w-separator size_small\"><\/div><div class=\"w-btn-wrapper align_center hide_on_default hide_on_laptops hide_on_tablets hide_on_mobiles\"><a class=\"w-btn us-btn-style_2\" href=\"#\"><span class=\"w-btn-label\">Download the presentation<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"PIs: Donato Malerba (Universit\u00e0 di Bari) Antonella Poggi (La Sapienza Universit\u00e0 di Roma) Spoke 3: Resilient AI Spoke 5: High quality AI Spoke 6: Symbiotic AI Spoke 9: Green-aware AI The recent success of AI is certainly due to the possibility of using massive amounts of data. At the same time, the increasingly more powerful...","protected":false},"author":1,"featured_media":0,"parent":1541,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1534","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1534","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/comments?post=1534"}],"version-history":[{"count":7,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1534\/revisions"}],"predecessor-version":[{"id":1872,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1534\/revisions\/1872"}],"up":[{"embeddable":true,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1541"}],"wp:attachment":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/media?parent=1534"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}