{"id":15949,"date":"2022-05-25T06:52:03","date_gmt":"2022-05-25T06:52:03","guid":{"rendered":"https:\/\/blog.datumo.com\/en\/?p=15949"},"modified":"2024-10-22T08:15:28","modified_gmt":"2024-10-22T08:15:28","slug":"ai-for-the-underdogs-2","status":"publish","type":"post","link":"https:\/\/blog.datumo.com\/en\/usecases_success\/15949","title":{"rendered":"AI for The Underdogs #2"},"content":{"rendered":"[vc_row pix_particles_check=&#8221;&#8221;][vc_column][vc_raw_html]JTNDbWV0YSUyMGh0dHAtZXF1aXYlM0QlMjJyZWZyZXNoJTIyJTIwY29udGVudCUzRCUyMjAlM0IlMjB1cmwlM0RodHRwcyUzQSUyRiUyRmRhdHVtby5jb20lMkZlbiUyRmFpLWZvci10aGUtdW5kZXJkb2dzLTIlMkYlMjIlM0U=[\/vc_raw_html]<div class=\"text-center \"><div><h1 class=\"pix-headline my-3  slide-inverse text-heading-default font-weight-bold  \" style=\"\"><span> <\/span><span class=\"pix-words-wrapper\"><\/span><span><\/span><\/h1><\/div><\/div><div id=\"el1650442503491-f5da6b2f-fa35\" class=\"mb-3 text-left \"><h3 class=\"mb-32 pix-sliding-headline font-weight-bold secondary-font\" data-class=\"secondary-font text-heading-default\" data-style=\"\">Currency information datasets for people with visual impairment<\/h3><\/div><div id=\"el1650442607008-a85a832d-43f0\" class=\"w-100 d-block \"><\/div>[vc_column_text css=&#8221;.vc_custom_1653545295470{padding-top: 40px !important;padding-bottom: 0px !important;}&#8221;]\r\n<h5 style=\"text-align: left;\"><strong>[Technology for the marginalized 90%] Currency information datasets<\/strong><\/h5>\r\n&nbsp;\r\n<p style=\"text-align: left;\">The second episode of \u201cAI for The Underdogs\u201d will cover the startup Wesee\u2019s currency information dataset.<\/p>\r\n[\/vc_column_text]<div id=\"el1653465261124-01d6a669-961a\" class=\"w-100 d-block \"><\/div><div  class=\"pix-heading-el text-left \"><div><div class=\"slide-in-container\"><h5 class=\"text-heading-default font-weight-bold heading-text el-title_custom_color mb-12\" style=\"\" data-anim-type=\"\" data-anim-delay=\"0\">[Technology for the marginalized 90 percent]<\/h5><\/div><\/div><\/div>[vc_column_text css=&#8221;.vc_custom_1653458878948{padding-top: 40px !important;padding-right: 20px !important;padding-bottom: px !important;padding-left: 20px !important;}&#8221;]*This dataset has been collected and annotated as part of Datumo\u2019s &lt;2021 AI Training Data Sponsorship Program&gt; and is downloadable from Datumo\u2019s Open Datasets <span class=\"discussion-level-1 discussion-id-d684bb8d-751a-46b8-aefc-a33b0b259283 notion-enable-hover\" data-token-index=\"1\" data-reactroot=\"\">website<\/span>.\r\n\r\n&nbsp;\r\n\r\n<figure id=\"attachment_15929\" aria-describedby=\"caption-attachment-15929\" style=\"width: 946px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-15929 size-full\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/project_card.png\" alt=\"\" width=\"946\" height=\"606\" srcset=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/project_card.png 946w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/project_card-300x192.png 300w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/project_card-768x492.png 768w\" sizes=\"(max-width: 946px) 100vw, 946px\" \/><figcaption id=\"caption-attachment-15929\" class=\"wp-caption-text\">https:\/\/open.selectstar.ai\/en\/data-set\/wesee<\/figcaption><\/figure>\r\n\r\n[\/vc_column_text]<div id=\"el1653459094524-2f3bfb18-011b\" class=\"w-100 d-block  vc_custom_1653459018933\"><\/div>[vc_column_text]\r\n<h4><strong><span class=\"notion-enable-hover\" data-token-index=\"0\" data-reactroot=\"\">How can this dataset help people?<\/span><\/strong><\/h4>\r\n&nbsp;\r\n\r\nWesee and Datumo built currency information dataset to support people with visual impairment.\r\n\r\n&nbsp;\r\n\r\n&nbsp;\r\n<h4><strong>Did you know?<\/strong><\/h4>\r\n&nbsp;\r\n\r\nCash transaction could be challenging for some people who have trouble with their vision. It is not easy to be sure if they are paying or being paid the right amount, and some people take advantage of that fact.\r\n\r\nNowadays there aren\u2019t as many cash transactions as there used to be, but the hardships some may have to face still exist. In the hopes of reducing such problems, Wesee held hands with Datumo to collect and label currency datasets so that people with visual impairment could easily use cash.\r\n\r\n<img decoding=\"async\" class=\"aligncenter wp-image-15954 size-medium\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/Untitled-8-300x217.png\" alt=\"\" width=\"300\" height=\"217\" srcset=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/Untitled-8-300x217.png 300w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/Untitled-8-768x555.png 768w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/Untitled-8.png 888w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><img decoding=\"async\" class=\"aligncenter wp-image-15952 size-medium\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash-300x203.jpg\" alt=\"\" width=\"300\" height=\"203\" srcset=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash-300x203.jpg 300w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash-768x521.jpg 768w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash.jpg 1007w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\r\n\r\n&nbsp;\r\n\r\n&nbsp;\r\n<h4><strong>How was this dataset created?<\/strong><\/h4>\r\n&nbsp;\r\n\r\nThis dataset has been collected and annotated using Datumo\u2019s crowd-sourcing platform, Cash Mission. Photos of notes and coins were taken from various angles and each was labeled. In order to make sure the AI model has high-level of currency recognition, we collected and labeled 55,752 s.\r\n\r\n&nbsp;\r\n\r\n<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-15953 size-large\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash1-1024x776.png\" alt=\"\" width=\"640\" height=\"485\" srcset=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash1-1024x776.png 1024w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash1-300x227.png 300w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash1-768x582.png 768w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash1-1536x1164.png 1536w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash1.png 1660w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>[\/vc_column_text]<div id=\"el1653459100296-8c231422-1179\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row][vc_section full_width=&#8221;stretch_row&#8221; pix_over_visibility=&#8221;&#8221; css=&#8221;.vc_custom_1650444445523{padding-top: 80px !important;padding-bottom: 80px !important;background-color: #f8f9fa !important;}&#8221;][vc_row full_width=&#8221;stretch_row&#8221; pix_particles_check=&#8221;&#8221;][vc_column content_align=&#8221;text-center&#8221; offset=&#8221;vc_col-lg-offset-0 vc_col-lg-12 vc_col-md-offset-1 vc_col-md-10&#8243;]<div  class=\"pix-heading-el text-left \"><div><div class=\"slide-in-container\"><h3 class=\"text-heading-default font-weight-bold heading-text el-title_custom_color mb-12\" style=\"\" data-anim-type=\"\" data-anim-delay=\"0\">Currency information dataset<\/h3><\/div><\/div><\/div><div class=\"pix-content-box card      vc_custom_1653447618281    rounded-lg shadow-lg shadow-hover-lg bg- w-100  \"   ><div class=\"\" style=\"z-index:30;position:relative;\">[vc_column_text]\r\n<h5 style=\"text-align: left;\"><strong>Dataset Specification<\/strong><\/h5>\r\n&nbsp;\r\n<ul>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">Total : 55,752 (27,876 JPG, 27,876 JSON)<\/span><\/li>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">Notes<\/span>\r\n<span style=\"font-family: helvetica, arial, sans-serif;\">8 types x 12 categories x 145 per category \u2192 after final validation: 14,009 images<\/span><\/li>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">Coins<\/span>\r\n<span style=\"font-family: helvetica, arial, sans-serif;\">8 types x 8 categories x 220 per category \u2192 after final validation: 13,867 images<\/span><\/li>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">Total data completion rate: 27,876 \/ 24,800 (112.4%)<\/span><\/li>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">Data format: JPG, JSON<\/span><\/li>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">8 different angles per coin<\/span><\/li>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">Values of currency : 1000 \/ 5000 \/ 10000 \/ 50000<\/span><\/li>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">Side : F(ront) \/ B(ack)<\/span><\/li>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">Background : HAND \/ DESK \/ STUFF<\/span><\/li>\r\n \t<li style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">Angle : 0 \/ 90 \/ 180 \/ 270<\/span><\/li>\r\n<\/ul>\r\n[\/vc_column_text]<\/div><\/div>[vc_column_text css=&#8221;.vc_custom_1653545872819{padding-top: 40px !important;padding-right: 20px !important;padding-bottom: px !important;padding-left: 20px !important;}&#8221;]\r\n<p style=\"text-align: left;\"><span style=\"font-family: helvetica, arial, sans-serif;\">The currency dataset was created based on Datumo\u2019s 4 core values:\r\n<\/span><\/p>\r\n&nbsp;\r\n<blockquote>\r\n<h5 style=\"text-align: center;\"><span style=\"font-family: helvetica, arial, sans-serif;\"><span class=\"notion-enable-hover\" data-token-index=\"1\" data-reactroot=\"\">[ ACCURACY \/ CONSISTENCY \/ BALANCE \/ COVERAGE ]<\/span><\/span><\/h5>\r\n<\/blockquote>\r\n&nbsp;\r\n<p style=\"text-align: left;\">The dataset consists of images of Korean bank notes in a variety of angles, which enables highly accurate currency recognition regardless of the angle or situation.<\/p>\r\n[\/vc_column_text][\/vc_column][\/vc_row][\/vc_section][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1650362147064-486b7dc2-a9b3\" class=\"w-100 d-block \"><\/div><div  class=\"pix-heading-el text-left \"><div><div class=\"slide-in-container\"><h3 class=\"text-heading-default font-weight-bold heading-text el-title_custom_color mb-12\" style=\"\" data-anim-type=\"\" data-anim-delay=\"0\">Great opportunity to secure high-quality data<\/h3><\/div><\/div><\/div>[vc_column_text css=&#8221;.vc_custom_1653460209296{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}&#8221;]\u201cAI quality heavily depends on the quality and quantity of datasets. We are delighted to have obtained great datasets in both terms through the project. The thought of increasing the possibility for the visually impaired to take a step forward in their lives have lifted the team\u2019s spirit.\r\n\r\nWe anticipate the datasets built from this project to be made useful not only by us, but also by others with great passion. We also thank DATUMO for putting much effort in this project. \u201d\r\n\r\nSeonTaek Oh, Co-founder\/CTO[\/vc_column_text][\/vc_column][\/vc_row][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1653460275495-584b9956-4976\" class=\"w-100 d-block \"><\/div><div  class=\"pix-heading-el text-left \"><div><div class=\"slide-in-container\"><h3 class=\"text-heading-default font-weight-bold heading-text el-title_custom_color mb-12\" style=\"\" data-anim-type=\"\" data-anim-delay=\"0\">How would this dataset be used in the real world?<\/h3><\/div><\/div><\/div>[vc_column_text css=&#8221;.vc_custom_1653463182586{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}&#8221;]WeSee hopes the datasets to be used for the development of AI models for people with low vision.\r\n\r\nThe currency dataset could be utilized for building wearable devices or voice AI services to assist people with visual impairment to assess currency information with ease.[\/vc_column_text]<div id=\"el1653460319966-625c822f-3226\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1653460319965-ae95aec7-0655\" class=\"w-100 d-block  vc_custom_1653460372316\"><\/div>[vc_column_text css=&#8221;.vc_custom_1653460401479{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}&#8221;]Development of technology may not equally benefit everyone. However, Datumo and Wesee hope that the dataset and technology we develop could help anyone who needs them.\r\n\r\n&nbsp;\r\n\r\n<strong>You can download this dataset for free from Datumo\u2019s \u201cOpen Datasets\u201d<\/strong>\r\n\r\n<a href=\"https:\/\/open.selectstar.ai\/data-set\/wesee\">https:\/\/open.selectstar.ai\/data-set\/wesee<\/a>[\/vc_column_text]<div id=\"el1653463207775-bc996212-d949\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row][vc_section full_width=&#8221;stretch_row&#8221; pix_over_visibility=&#8221;&#8221; pix_visibility=&#8221;1&#8243; css=&#8221;.vc_custom_1647419266512{border-top-width: 1px !important;padding-top: 80px !important;padding-bottom: 80px !important;background-color: #ffffff !important;border-top-color: rgba(0,0,0,0.11) !important;border-top-style: solid !important;}&#8221;][vc_row full_width=&#8221;stretch_row_content&#8221; content_placement=&#8221;middle&#8221; pix_particles_check=&#8221;&#8221;][vc_column content_align=&#8221;text-center&#8221; offset=&#8221;vc_col-md-offset-2 vc_col-md-8&#8243;]<h6 class=\"d-inline-block mr-1 animate-in\" data-anim-type=\"fade-in-up\" data-anim-delay=\"300\"><span class=\"badge font-weight-bold secondary-font bg-gray-2  vc_custom_1647419053871  \" style=\" \"><span class=\"text-body-default\" style=\"\">Open Datasets for Data-Centric AI<\/span><\/span><\/h6><div id=\"el1647418693885-021e86c3-1643\" class=\"mb-3 text-center  vc_custom_1653303820858\"><h2 class=\"mb-32 pix-sliding-headline font-weight-bold secondary-font\" data-class=\"secondary-font text-black\" data-style=\"\">The above datasets can be downloaded for free through DATUMO &#8216;OPEN DATASETS&#8217;.<\/h2><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; pix_particles_check=&#8221;&#8221;][vc_column css=&#8221;.vc_custom_1591419244990{margin-bottom: -80px !important;}&#8221; offset=&#8221;vc_col-md-offset-1 vc_col-md-10&#8243;]<a href=\"https:\/\/open.selectstar.ai\/\" target=\"_blank\" title=\"\"><div class=\"pix-fancy-mockup\"><div class=\"pix-fancy-content\"><img decoding=\"async\" class=\"\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/03\/\uc2a4\ud06c\ub9b0\uc0f7-2022-05-24-\uc624\ud6c4-5.17.55.webp\" alt=\"\"><\/div>\n                    <img decoding=\"async\" class=\"pix-fancy-device-img\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/plugins\/pixfort-core\/functions\/images\/ipad.png\" alt=\"\"><\/div><\/a>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row_content&#8221; content_placement=&#8221;middle&#8221; pix_particles_check=&#8221;&#8221;][vc_column content_align=&#8221;text-center&#8221; offset=&#8221;vc_col-md-offset-2 vc_col-md-8&#8243;]<div id=\"el1647419546778-06abc118-76ab\" class=\"w-100 d-block \"><\/div><div  class=\"pix-heading-el text-center  vc_custom_1653303832216\"><div><div class=\"slide-in-container\"><h4 class=\"text-gray-7 font-weight-bold secondary-font animate-in heading-text el-title_custom_color mb-12\" style=\"\" data-anim-type=\"fade-in-left\" data-anim-delay=\"400\">DATUMO would like to support the AI industry by sharing.<\/h4><\/div><\/div><\/div><a  href=\"https:\/\/open.datumo.com\/\" class=\"btn mb-2     shadow-sm text-white btn-black d-inline-block      animate-in btn-lg\" target=\"_blank\" rel=\"noopener\"  data-anim-type=\"fade-in-left\" data-anim-delay=\"1000\" ><span class=\"font-weight-bold \" >Learn More About DATUMO Open Datasets<\/span><\/a><div id=\"el1647419426201-0817d40b-b576\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row][\/vc_section][vc_row pix_particles_check=&#8221;&#8221;][vc_column width=&#8221;1\/2&#8243;]<div id=\"el1647418606245-ee6aac62-9c1b\" class=\"w-100 d-block \"><\/div><div class=\"d-inline-block \" ><div class=\"pix-img-el    text-left d-inline-block  w-100 rounded-0\"  ><img loading=\"lazy\" decoding=\"async\" class=\"card-img2 pix-img-elem rounded-0  h-1002\" style=\"height:auto;\" width=\"500\" height=\"193\" srcset=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/03\/datumo.opendatasets.png 500w, https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/03\/datumo.opendatasets-300x116.png 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/03\/datumo.opendatasets.png\" alt=\"\" \/><\/div><\/div><div id=\"el1647416874497-981daf55-c2d2\" class=\"w-100 d-block \"><\/div>[\/vc_column][vc_column width=&#8221;1\/2&#8243;]<div id=\"el1647418614985-7fc6233e-60a5\" class=\"w-100 d-block \"><\/div>[vc_column_text]\r\n<p class=\"indexstyle__BottomTitle-sc-1ntcad2-8 eXeKgC\">CC BY-SA<\/p>\r\n<p class=\"indexstyle__BottomDescription-sc-1ntcad2-9 bKpFwB\">Reusers are allowed to distribute, remix, adapt, and build upon the material in any medium or format, even commercially, so long as attribution is given to the creator. If you remix, adapt, or build upon the material, you must license the modified material under identical terms.<\/p>\r\n<p class=\"indexstyle__BottomDescription-sc-1ntcad2-9 bKpFwB\">https:\/\/creativecommons.org\/licenses\/by-sa\/3.0\/deed.en<\/p>\r\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1646794934167-c0c94dd3-ea74\" class=\"w-100 d-block \"><\/div><div class=\" mb-3 mb-md-0 \"  ><div class=\"card w-100 h-100 bg-white  vc_custom_1652982865548  pix-hover-item rounded-10 position-relative overflow-hidden2 text-white tilt fancy_card\" ><div class=\"card-img-overlay overflow-visible d-inline-block w-100 pix-img-overlay pix-p-30 d-flex align-items-end text-left\"><div class=\"w-100 \"><h3 class=\"card-title  text-black font-weight-bold mb-0 animate-in\" style=\"\">See what we can do for you.<\/h3><p class=\"card-text pix-pt-10 text-black \" style=\"\">Build smarter AI with us.<\/p><div class=\"card-btn-div mt-4 d-inline-block w-100\"><a  href=\"https:\/\/datumo.com\" class=\"btn mb-2     text-white btn-black d-inline-block      btn-md\" target=\"_blank\" rel=\"noopener\"    ><span class=\"font-weight-bold \" >Learn More<\/span><\/a><\/div><\/div><\/div><\/div><\/div>[\/vc_column][\/vc_row][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1646799961152-e3ee06c0-4e82\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row]","protected":false},"excerpt":{"rendered":"[vc_row pix_particles_check=&#8221;&#8221;][vc_column][vc_raw_html]JTNDbWV0YSUyMGh0dHAtZXF1aXYlM0QlMjJyZWZyZXNoJTIyJTIwY29udGVudCUzRCUyMjAlM0IlMjB1cmwlM0RodHRwcyUzQSUyRiUyRmRhdHVtby5jb20lMkZlbiUyRmFpLWZvci10aGUtdW5kZXJkb2dzLTIlMkYlMjIlM0U=[\/vc_raw_html][vc_column_text css=&#8221;.vc_custom_1653545295470{padding-top: 40px !important;padding-bottom: 0px !important;}&#8221;] [Technology for the marginalized 90%] Currency information datasets &nbsp; The second episode of \u201cAI for The Underdogs\u201d will cover the startup Wesee\u2019s currency information dataset. [\/vc_column_text][vc_column_text css=&#8221;.vc_custom_1653458878948{padding-top: 40px !important;padding-right: 20px !important;padding-bottom: px !important;padding-left:&#8230;","protected":false},"author":1,"featured_media":15952,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"quote","meta":{"footnotes":""},"categories":[36],"tags":[26,135,130,127,126],"class_list":["post-15949","post","type-post","status-publish","format-quote","has-post-thumbnail","hentry","category-usecases_success","tag-ai","tag-currency","tag-datasets","tag-datumo","tag-opendatasets","post_format-post-format-quote"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI for The Underdogs #2 - DATUMO<\/title>\n<meta name=\"description\" content=\"The second episode of \u201cAI for The Underdogs\u201d will cover the startup Wesee\u2019s currency information dataset.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blog.datumo.com\/en\/usecases_success\/15949\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI for The Underdogs\" \/>\n<meta property=\"og:description\" content=\"The second episode of \u201cAI for The Underdogs\u201d will cover the startup Wesee\u2019s currency information dataset.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blog.datumo.com\/en\/usecases_success\/15949\" \/>\n<meta property=\"og:site_name\" content=\"DATUMO\" \/>\n<meta property=\"article:published_time\" content=\"2022-05-25T06:52:03+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-10-22T08:15:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/2.1.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1080\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"DATUMO\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"AI for The Underdogs\" \/>\n<meta name=\"twitter:description\" content=\"The second episode of \u201cAI for The Underdogs\u201d will cover the startup Wesee\u2019s currency information dataset.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/2.1.webp\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"DATUMO\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"7\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"TechArticle\",\"@id\":\"https:\/\/blog.datumo.com\/en\/usecases_success\/15949#article\",\"isPartOf\":{\"@id\":\"https:\/\/blog.datumo.com\/en\/usecases_success\/15949\"},\"author\":{\"name\":\"DATUMO\",\"@id\":\"https:\/\/blog.datumo.com\/#\/schema\/person\/02ec2d0ba953b146878dab089dc735b6\"},\"headline\":\"AI for The Underdogs #2\",\"datePublished\":\"2022-05-25T06:52:03+00:00\",\"dateModified\":\"2024-10-22T08:15:28+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/blog.datumo.com\/en\/usecases_success\/15949\"},\"wordCount\":1643,\"publisher\":{\"@id\":\"https:\/\/blog.datumo.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/blog.datumo.com\/en\/usecases_success\/15949#primaryimage\"},\"thumbnailUrl\":\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/cash.jpg\",\"keywords\":[\"AI\",\"currency\",\"datasets\",\"datumo\",\"opendatasets\"],\"articleSection\":[\"use cases\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/blog.datumo.com\/en\/usecases_success\/15949\",\"url\":\"https:\/\/blog.datumo.com\/en\/usecases_success\/15949\",\"name\":\"AI for The Underdogs #2 - 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