{"id":230,"date":"2021-09-03T16:24:09","date_gmt":"2021-09-03T20:24:09","guid":{"rendered":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/?p=230"},"modified":"2026-03-26T15:59:47","modified_gmt":"2026-03-26T19:59:47","slug":"tinyml-is-aimed-at-implementing-machine-learning-on-severely-resource-constrained-systems-its-both-a-concept-and-an-organization-and-it-has-acquired-significant-momentum-over-the-l","status":"publish","type":"post","link":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/2021\/09\/03\/tinyml-is-aimed-at-implementing-machine-learning-on-severely-resource-constrained-systems-its-both-a-concept-and-an-organization-and-it-has-acquired-significant-momentum-over-the-l\/","title":{"rendered":"SemiEngineering: Why TinyML is Such a Big Deal"},"content":{"rendered":"\n<p>Excerpt from article: \u201c<a href=\"https:\/\/semiengineering.com\/why-tinyml-is-such-a-big-deal\/\" target=\"_blank\" rel=\"noreferrer noopener\">Why TinyML is Such a Big Deal<\/a>&#8220;<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u201cIf you just compile everything onto the controller, even at the bare metal level, it will be more energy-efficient,\u201d said Anoop Saha, market development manager at\u00a0<a href=\"https:\/\/semiengineering.com\/entities\/mentor-a-siemens-business\/\" target=\"_blank\" rel=\"noreferrer noopener\">Siemens EDA<\/a>.<\/p><p>\u201cBecause of Moore\u2019s Law, every couple of years we have more powerful chips,\u201d observed Saha. \u201cSo if you just wait it out, we\u2019ll be able to run an algorithm on tiny devices.\u201d<\/p><\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>But fragmentation has its downsides. \u201cThe problem with TinyML is that the market is so fragmented that it cannot be economically viable to build a single IoT-specific chip,\u201d Saha pointed out. According to him, that may mean composing systems out of smaller sub-system chips for things like the radio or security.<\/p><p>When it comes to ML, he notes, \u201cThe better choice is to build an accelerator, which will be cheaper, and the chances of success are higher and better as well.\u201d<\/p><cite><em>Read the entire article on\u00a0<\/em><a href=\"https:\/\/semiengineering.com\/why-tinyml-is-such-a-big-deal\/\" target=\"_blank\" rel=\"noreferrer noopener\">SemiEngineering<\/a><em>\u00a0originally published on\u00a0September 2nd, 2021.<\/em><\/cite><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Excerpt from article: \u201cWhy TinyML is Such a Big Deal&#8220; \u201cIf you just compile everything onto the controller, even at&#8230;<\/p>\n","protected":false},"author":71261,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"spanish_translation":"","french_translation":"","german_translation":"","italian_translation":"","polish_translation":"","japanese_translation":"","chinese_translation":"","footnotes":""},"categories":[1],"tags":[],"industry":[],"product":[84],"coauthors":[410],"class_list":["post-230","post","type-post","status-publish","format-standard","hentry","category-news","product-catapult"],"_links":{"self":[{"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/posts\/230","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/users\/71261"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/comments?post=230"}],"version-history":[{"count":1,"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/posts\/230\/revisions"}],"predecessor-version":[{"id":231,"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/posts\/230\/revisions\/231"}],"wp:attachment":[{"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/media?parent=230"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/categories?post=230"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/tags?post=230"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/industry?post=230"},{"taxonomy":"product","embeddable":true,"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/product?post=230"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/blogs.sw.siemens.com\/hlsdesign-verification\/wp-json\/wp\/v2\/coauthors?post=230"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}