{"id":10445,"date":"2023-12-16T01:47:11","date_gmt":"2023-12-16T04:47:11","guid":{"rendered":"https:\/\/4tuneagencia.digital\/blog\/ai-big-data-expo-desbloqueando-o-potencial-da-ia-em-dispositivos-de-ponta\/"},"modified":"2023-12-16T01:47:11","modified_gmt":"2023-12-16T04:47:11","slug":"ai-big-data-expo-desbloqueando-o-potencial-da-ia-em-dispositivos-de-ponta","status":"publish","type":"post","link":"https:\/\/4tuneagencia.digital\/blog\/ai-big-data-expo-desbloqueando-o-potencial-da-ia-em-dispositivos-de-ponta\/","title":{"rendered":"AI &amp; Big Data Expo: Desbloqueando o potencial da IA em dispositivos de ponta"},"content":{"rendered":"<div style=\"text-align:justify;\">\n<p>In an interview at <a href=\"https:\/\/www.ai-expo.net\/global\/\">AI &amp; Big Data Expo<\/a>, Alessandro Grande, Head of Product at <a href=\"https:\/\/edgeimpulse.com\/\">Edge Impulse<\/a>, discussed issues around developing machine learning models for resource-constrained edge devices and how to overcome them.<\/p>\n<p>During the discussion, Grande provided insightful perspectives on the current challenges, how Edge Impulse is helping address these struggles, and the tremendous promise of on-device AI.<\/p>\n<h4 class=\"wp-block-heading\">Key hurdles with edge AI adoption<\/h4>\n<p>Grande highlighted three primary pain points companies face when attempting to productise edge machine learning models, including difficulties determining optimal data collection strategies, scarce AI expertise, and cross-disciplinary communication barriers between hardware, firmware, and data science teams.<\/p>\n<p>\u201cA lot of the companies building edge devices are not very familiar with machine learning,\u201d says Grande. \u201cBringing those two worlds together is the third challenge, really, around having teams communicate with each other and being able to share knowledge and work towards the same goals.\u201d<\/p>\n<h4 class=\"wp-block-heading\">Strategies for lean and efficient models<\/h4>\n<p>When asked how to optimise for edge environments, Grande emphasised first minimising required sensor data.<\/p>\n<p>\u201cWe are seeing a lot<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In an interview at AI &amp; Big Data Expo, Alessandro Grande, Head of Product at Edge Impulse, discussed issues around developing machine learning models for resource-constrained edge devices and how to overcome them. During the discussion, Grande provided insightful perspectives on the current challenges, how Edge Impulse is helping address these struggles, and the tremendous&#8230;<\/p>\n","protected":false},"author":1,"featured_media":10446,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30],"tags":[67],"class_list":["post-10445","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-inteligencia-artificial","tag-ia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.1 (Yoast SEO v22.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI &amp; Big Data Expo: Desbloqueando o potencial da IA em dispositivos de ponta - 4tuneagencia.digital<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/4tuneagencia.digital\/blog\/ai-big-data-expo-desbloqueando-o-potencial-da-ia-em-dispositivos-de-ponta\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI &amp; Big Data Expo: Desbloqueando o potencial da IA em dispositivos de ponta\" \/>\n<meta property=\"og:description\" content=\"In an interview at AI &amp; Big Data Expo, Alessandro Grande, Head of Product at Edge Impulse, discussed issues around developing machine learning models for resource-constrained edge devices and how to overcome them. During the discussion, Grande provided insightful perspectives on the current challenges, how Edge Impulse is helping address these struggles, and the tremendous...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/4tuneagencia.digital\/blog\/ai-big-data-expo-desbloqueando-o-potencial-da-ia-em-dispositivos-de-ponta\/\" \/>\n<meta property=\"og:site_name\" content=\"4tuneagencia.digital\" \/>\n<meta property=\"article:published_time\" content=\"2023-12-16T04:47:11+00:00\" \/>\n<meta name=\"author\" content=\"4tune\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"4tune\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/4tuneagencia.digital\/blog\/ai-big-data-expo-desbloqueando-o-potencial-da-ia-em-dispositivos-de-ponta\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/4tuneagencia.digital\/blog\/ai-big-data-expo-desbloqueando-o-potencial-da-ia-em-dispositivos-de-ponta\/\"},\"author\":{\"name\":\"4tune\",\"@id\":\"https:\/\/4tuneagencia.digital\/blog\/#\/schema\/person\/7c40d2e8b9964c2390122613459c2100\"},\"headline\":\"AI &amp; 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