{"id":16746,"date":"2024-06-14T16:38:17","date_gmt":"2024-06-14T20:38:17","guid":{"rendered":"https:\/\/carla2024.org\/?post_type=speaker&#038;p=16746"},"modified":"2024-10-24T10:55:55","modified_gmt":"2024-10-24T13:55:55","slug":"edson-borin","status":"publish","type":"speaker","link":"https:\/\/carla2024.org\/speaker\/edson-borin\/","title":{"rendered":"Edson Borin"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"16746\" class=\"elementor elementor-16746\" data-elementor-post-type=\"speaker\">\n\t\t\t\t<div class=\"elementor-element elementor-element-424339d e-flex e-con-boxed e-con e-parent\" data-id=\"424339d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a6814f hidden-aine-title-yes hidden-aine-title-single-yes elementor-widget elementor-widget-aine-breadcrumb\" data-id=\"7a6814f\" data-element_type=\"widget\" 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*\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><p class=\"elementor-heading-title elementor-size-default\">Moderator:<\/p>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7dd99b elementor-widget elementor-widget-text-editor\" data-id=\"e7dd99b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 26-05-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Carla Osthoff<br \/><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49b1d86 e-flex e-con-boxed 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24-24V160H248c-13.2 0-24-10.8-24-24zm76.45 211.36l-96.42 95.7c-6.65 6.61-17.39 6.61-24.04 0l-96.42-95.7C73.42 337.29 80.54 320 94.82 320H160v-80c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v80h65.18c14.28 0 21.4 17.29 11.27 27.36zM377 105L279.1 7c-4.5-4.5-10.6-7-17-7H256v128h128v-6.1c0-6.3-2.5-12.4-7-16.9z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Download presentation<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-95c4295 e-con-full e-flex e-con e-child\" data-id=\"95c4295\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6dbf216 effect-gradient-yes elementor-widget elementor-widget-aine_animated-headline\" data-id=\"6dbf216\" data-element_type=\"widget\" speaker=\"\" data-widget_type=\"aine_animated-headline.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t        <h1  class=\"elementor-headline\">\n                <span class=\"elementor-headline-dynamic-wrapper elementor-headline-text-wrapper\">\n                    <span class=\"elementor-headline-dynamic-text elementor-headline-text-active\">Edson Borin<\/span>\n        \t\t<\/span>\n                <\/h1>\n        \t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e086121 elementor-widget elementor-widget-text-editor\" data-id=\"e086121\" data-element_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<p><strong>Affiliation: <\/strong>University of Campinas<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87c4963 elementor-widget elementor-widget-text-editor\" data-id=\"87c4963\" data-element_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<p><strong>Country: <\/strong>Brazil<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b4deae elementor-widget elementor-widget-aine_animated-headline\" data-id=\"8b4deae\" data-element_type=\"widget\" data-widget_type=\"aine_animated-headline.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t        <h2  class=\"elementor-headline\">\n                <span class=\"elementor-headline-dynamic-wrapper elementor-headline-text-wrapper\">\n                    <span class=\"elementor-headline-dynamic-text elementor-headline-text-active\">Training AI Models on Massive Datasets with DASF<\/span>\n        \t\t<\/span>\n                <\/h2>\n        \t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98258b8 elementor-widget elementor-widget-text-editor\" data-id=\"98258b8\" data-element_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<p>The exponential growth of data in the modern era presents significant challenges in training artificial intelligence (AI) models, particularly when dealing with massive datasets. These challenges encompass scalability, resource management, and data preprocessing. In this talk, we will explore the core difficulties encountered in training AI models on massive datasets and demonstrate\u00a0how the DASF framework effectively addresses these issues.<\/p><p>Additionally, we will highlight how DASF&#8217;s user-friendly API simplifies the transition from desktop code development to high-performance computing (HPC) model training, making it accessible for practitioners at all levels.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7295a3 elementor-widget elementor-widget-aine_animated-headline\" data-id=\"a7295a3\" data-element_type=\"widget\" data-widget_type=\"aine_animated-headline.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t        <h2  class=\"elementor-headline\">\n                <span class=\"elementor-headline-dynamic-wrapper elementor-headline-text-wrapper\">\n                    <span class=\"elementor-headline-dynamic-text elementor-headline-text-active\">Bio<\/span>\n        \t\t<\/span>\n                <\/h2>\n        \t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a554df8 elementor-widget elementor-widget-text-editor\" data-id=\"a554df8\" data-element_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<div dir=\"ltr\">\n<div dir=\"ltr\"><p>Edson Borin is an associate professor at the Institute of Computing at the University of Campinas (Unicamp). Prior to joining Unicamp, Prof. Borin was a researcher at Intel Labs in California, where he investigated and developed dynamic compilation techniques to enhance next-generation HW\/SW co-designed microprocessors, including automatic binary parallelization, binary translation, and hardware optimization and support techniques to accelerate single-threaded applications. During this time, he received four divisional recognition awards for developing technologies that improved Intel microprocessor manufacturing processes.<\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); background-color: var(--background);\">Since joining Unicamp in 2010, Prof. Borin has applied his expertise in modern computer architecture and compilers to optimize the performance and cost of running scientific and engineering computing applications. Much of his work focuses on improving seismic-processing and deep-learning applications and cloud infrastructure to optimize the performance and cost of running these applications in the cloud.&nbsp;<\/span><br><\/p><div>\n<p dir=\"ltr\">Prof. Borin coordinates the Discovery laboratory (<a href=\"https:\/\/discovery.ic.unicamp.br\/\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/discovery.ic.unicamp.br\/&amp;source=gmail&amp;ust=1718393180355000&amp;usg=AOvVaw09xcNVNuiZytnlZ5N_Y4wF\">https:\/\/discovery.ic.unicamp.<wbr>br\/<\/a>), with projects funded by government agencies such as Fapesp, CNPq and Capes, by international technology companies such as Intel, AMD, Samsung, Motorola, and Cadence\/Tensilica, and by large Brazilian companies, such as Petrobras.&nbsp;<\/p>\n<p dir=\"ltr\">He has supervised over 22 doctoral and master&#8217;s students, many of whom have received awards for best theses, dissertations, and papers.<\/p>\n<\/div>\n<\/div>\n<\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Institute of Computing, Unicamp &#8211; Brazil<\/p>\n","protected":false},"featured_media":16768,"parent":0,"template":"elementor_header_footer","meta":{"_acf_changed":false,"_eb_attr":""},"categories":[133,129],"acf":[],"_links":{"self":[{"href":"https:\/\/carla2024.org\/wp-json\/wp\/v2\/speaker\/16746"}],"collection":[{"href":"https:\/\/carla2024.org\/wp-json\/wp\/v2\/speaker"}],"about":[{"href":"https:\/\/carla2024.org\/wp-json\/wp\/v2\/types\/speaker"}],"version-history":[{"count":19,"href":"https:\/\/carla2024.org\/wp-json\/wp\/v2\/speaker\/16746\/revisions"}],"predecessor-version":[{"id":23043,"href":"https:\/\/carla2024.org\/wp-json\/wp\/v2\/speaker\/16746\/revisions\/23043"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/carla2024.org\/wp-json\/wp\/v2\/media\/16768"}],"wp:attachment":[{"href":"https:\/\/carla2024.org\/wp-json\/wp\/v2\/media?parent=16746"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/carla2024.org\/wp-json\/wp\/v2\/categories?post=16746"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}