{"id":3606,"date":"2021-07-19T13:23:40","date_gmt":"2021-07-19T17:23:40","guid":{"rendered":"https:\/\/chrisgrundemann.com\/?post_type=avada_portfolio&#038;p=3606"},"modified":"2021-07-19T13:23:40","modified_gmt":"2021-07-19T17:23:40","slug":"utilizing-ai-s-2-ep-28-offloading-ml-processing-to-storage-devices-with-ngd-systems","status":"publish","type":"avada_portfolio","link":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-28-offloading-ml-processing-to-storage-devices-with-ngd-systems\/","title":{"rendered":"Utilizing AI S.2 Ep.28: Offloading ML Processing to Storage Devices with NGD Systems"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1372.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.6666666667%;--awb-margin-top-large:20px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.6666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-widget fusion-widget-element fusion-widget-area fusion-content-widget-area wpWidget-1 wp_widget_media_video\" style=\"--awb-fusion-border-size:0px;--awb-fusion-border-style:solid;\"><div class=\"widget widget_media_video\"><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-3606-1\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/4pVXzKs5UDc?_=1\" \/><a href=\"https:\/\/youtu.be\/4pVXzKs5UDc\">https:\/\/youtu.be\/4pVXzKs5UDc<\/a><\/video><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.3333333333%;--awb-margin-top-large:20px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:33.3333333333%;--awb-order-medium:0;--awb-spacing-right-medium:5.76%;--awb-spacing-left-medium:5.76%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p>Today\u2019s storage devices (disks and SSDs) have processors and memory already, and this is the concept of computational storage. If drives can process data locally, they can relieve the burden of communication and processing and help reduce the amount of data that gets to the CPU or GPU. In this episode, Vladimir Alves and Scott Shadley join Chris Grundemann and Stephen Foskett to discuss the AI implications of computational storage. Modern SSDs already process data, including encryption and compression, and they are increasingly taking on applications like machine learning. Just as industrial IoT and edge computing are taking on ML processing, so too are storage devices. Current applications for ML on computational storage include local processing of images and video for recognition and language processing, but these devices might even be able to execute ML training locally as in the case of federated learning&#8230;<\/p>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":4261,"featured_media":3607,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"footnotes":""},"portfolio_category":[972],"portfolio_skills":[971],"portfolio_tags":[1004,1049,986,1092],"class_list":["post-3606","avada_portfolio","type-avada_portfolio","status-publish","format-standard","has-post-thumbnail","hentry","portfolio_category-public-speaking","portfolio_skills-podcast","portfolio_tags-ai","portfolio_tags-artificial-intelligence","portfolio_tags-gestaltit","portfolio_tags-ngd-systems"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - 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