{"id":68917,"date":"2022-08-01T17:24:26","date_gmt":"2022-08-01T09:24:26","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=68917"},"modified":"2022-09-08T10:18:57","modified_gmt":"2022-09-08T02:18:57","slug":"online-tinyml-talk-on-august-11-data-techniques-that-enable-tiny-computer-vision-in-the-real-world","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2022\/08\/01\/online-tinyml-talk-on-august-11-data-techniques-that-enable-tiny-computer-vision-in-the-real-world\/","title":{"rendered":"Online tinyML Talk on August 11: Data Techniques That Enable Tiny Computer Vision in the Real World"},"content":{"rendered":"\n<p>Updates on August 30<\/p>\n\n\n\n<p>If you&#8217;ve missed Jelmer&#8217;s amazing sharing, here comes the playback video.<\/p>\n\n\n\n<p>&#8220;<strong>Data techniques that enable tiny computer vision in the real world&#8221; <\/strong><\/p>\n\n\n\n<p>by Jelmer Neeven, Deep learning scientist and software engineer at Plumerai<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"tinyML Talks Shenzhen: Data techniques that enable tiny computer vision in the real world\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/LxM0x-4C-0A?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Hey community, <\/p>\n\n\n\n<p>At the beginning of August, we&#8217;d love to invite you to join us in the next <a href=\"http:\/\/tinyml.org\">tinyML <\/a>Shenzhen meetups at<strong>&nbsp;8\uff1a00 PM on August 11 (GMT+8)<\/strong>. We\u2019ll have&nbsp;<strong><a href=\"https:\/\/www.linkedin.com\/in\/jelmer-neeven\/\">Jelmer Neeven<\/a><\/strong>, who is a deep learning scientist and software engineer, share about <strong>Data Techniques That Enable Tiny Computer Vision in the Real World<\/strong>. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1030\" height=\"579\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_16593395521258-1030x579.png\" alt=\"\" class=\"wp-image-68918\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_16593395521258-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_16593395521258-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_16593395521258-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_16593395521258-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_16593395521258-2048x1152.png 2048w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_16593395521258-1024x576.png 1024w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n\n\n\n<p>Production-worthy computer vision models need large quantities of high-quality training data, even when the models themselves are tiny. Plumerai&#8217;s fully in-house data tooling therefore leverages several powerful machine learning techniques, allowing us to build and curate datasets with millions of images. <\/p>\n\n\n\n<p>In this talk, Jelmer will demonstrate how these tools allow us to identify and address issues in our dataset that negatively affect our models, for example by inspecting images that contributed strongly to a specific false prediction during training. He will also cover the other essential parts of our model and data pipelines, which together allow us to build accurate person detection models that run on the tiniest edge devices.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Details<\/strong><\/h2>\n\n\n\n<p>\u231a\ufe0fTime: 02:00 PM \u2013 03:00 PM (CET) \/\/ 08:00-09:00 PM (GMT +8),August 11, 2022<\/p>\n\n\n\n<p><strong>?<\/strong>Talk theme: <strong>Data techniques that enable tiny computer vision in the real world<\/strong><\/p>\n\n\n\n<p>\u2705Language: English<\/p>\n\n\n\n<p>?Note: If you are interested in <a href=\"https:\/\/www.tinyml.org\/\">TinyML<\/a> and want to share more with the community, please&nbsp;<a href=\"https:\/\/discord.gg\/WSXszPA2wC\">click here<\/a>&nbsp;to join our discord! <\/p>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-1 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50 is-style-fill\"><a class=\"wp-block-button__link has-vivid-green-cyan-background-color has-background\" href=\"https:\/\/us02web.zoom.us\/webinar\/register\/5416591370776\/WN_cMvt1RKHTJWXDVeiOpZyGw?timezone_id=Asia%2FShanghai\" style=\"border-radius:48px\">Click here to register<\/a><\/div>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>About the Speaker<\/strong><\/h2>\n\n\n\n<p>Jelmer Neeven is a deep learning scientist and software engineer at <a href=\"https:\/\/plumerai.com\/\">Plumerai<\/a> with a passion for building smart tools and real-world AI applications. He obtained an MSc in AI from Maastricht University and has been with Plumerai for three years. He spends his time building efficient and robust AI for microcontrollers through researching novel model architectures, data techniques and training methods.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"492\" height=\"191\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u5fae\u4fe1\u622a\u56fe_20220801161025.png\" alt=\"\" class=\"wp-image-68920\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u5fae\u4fe1\u622a\u56fe_20220801161025.png 492w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/\u5fae\u4fe1\u622a\u56fe_20220801161025-300x116.png 300w\" sizes=\"(max-width: 492px) 100vw, 492px\" \/><\/figure><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>That&#8217;s all for today&#8217;s post. As always, we can\u2019t wait to see what you\u2018re tinkering with lately. Shoot us a tweet <a href=\"https:\/\/twitter.com\/seeedstudio\">@seeedstudio<\/a>, or let us know on <a href=\"https:\/\/www.linkedin.com\/company\/seeedstudio\">LinkedIn<\/a>, <a href=\"http:\/\/discord.seeed.cc\">Discord<\/a>, or publish your project on our <a href=\"https:\/\/www.hackster.io\/seeed\">Project Hub<\/a> on Hackster. Please be safe out there, be kind to one another, and we\u2019ll see you next time!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Updates on August 30 If you&#8217;ve missed Jelmer&#8217;s amazing sharing, here comes the playback video.<\/p>\n","protected":false},"author":3578,"featured_media":68928,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"iawp_total_views":0,"footnotes":""},"categories":[1],"tags":[632,3254],"class_list":["post-68917","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-community","tag-computer-vision"],"yoast_head":"<!-- This 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