Notice: Function _load_textdomain_just_in_time was called incorrectly. Translation loading for the wp-plugin-hostgator domain was triggered too early. This is usually an indicator for some code in the plugin or theme running too early. Translations should be loaded at the init action or later. Please see Debugging in WordPress for more information. (This message was added in version 6.7.0.) in /home4/scienrds/scienceandnerds/wp-includes/functions.php on line 6114

Notice: Function _load_textdomain_just_in_time was called incorrectly. Translation loading for the ol-scrapes domain was triggered too early. This is usually an indicator for some code in the plugin or theme running too early. Translations should be loaded at the init action or later. Please see Debugging in WordPress for more information. (This message was added in version 6.7.0.) in /home4/scienrds/scienceandnerds/wp-includes/functions.php on line 6114

Warning: Cannot modify header information - headers already sent by (output started at /home4/scienrds/scienceandnerds/wp-includes/functions.php:6114) in /home4/scienrds/scienceandnerds/wp-includes/rest-api/class-wp-rest-server.php on line 1893

Warning: Cannot modify header information - headers already sent by (output started at /home4/scienrds/scienceandnerds/wp-includes/functions.php:6114) in /home4/scienrds/scienceandnerds/wp-includes/rest-api/class-wp-rest-server.php on line 1893

Warning: Cannot modify header information - headers already sent by (output started at /home4/scienrds/scienceandnerds/wp-includes/functions.php:6114) in /home4/scienrds/scienceandnerds/wp-includes/rest-api/class-wp-rest-server.php on line 1893

Warning: Cannot modify header information - headers already sent by (output started at /home4/scienrds/scienceandnerds/wp-includes/functions.php:6114) in /home4/scienrds/scienceandnerds/wp-includes/rest-api/class-wp-rest-server.php on line 1893

Warning: Cannot modify header information - headers already sent by (output started at /home4/scienrds/scienceandnerds/wp-includes/functions.php:6114) in /home4/scienrds/scienceandnerds/wp-includes/rest-api/class-wp-rest-server.php on line 1893

Warning: Cannot modify header information - headers already sent by (output started at /home4/scienrds/scienceandnerds/wp-includes/functions.php:6114) in /home4/scienrds/scienceandnerds/wp-includes/rest-api/class-wp-rest-server.php on line 1893

Warning: Cannot modify header information - headers already sent by (output started at /home4/scienrds/scienceandnerds/wp-includes/functions.php:6114) in /home4/scienrds/scienceandnerds/wp-includes/rest-api/class-wp-rest-server.php on line 1893

Warning: Cannot modify header information - headers already sent by (output started at /home4/scienrds/scienceandnerds/wp-includes/functions.php:6114) in /home4/scienrds/scienceandnerds/wp-includes/rest-api/class-wp-rest-server.php on line 1893
{"id":32339,"date":"2023-05-16T22:13:55","date_gmt":"2023-05-16T22:13:55","guid":{"rendered":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/"},"modified":"2023-05-16T22:13:56","modified_gmt":"2023-05-16T22:13:56","slug":"visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m","status":"publish","type":"post","link":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/","title":{"rendered":"Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M"},"content":{"rendered":"

Source:https:\/\/techcrunch.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-data-sets-they-need-to-build-ai-models-raises-7m\/<\/a><\/br>
\nVisual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M<\/br>
\n2023-05-16 22:13:55<\/br><\/p>\n

\n

Training machine learning models for computer vision use cases takes massive amounts of images. Often, those images are mislabeled, broken or duplicated, leading to sub-par model performance. But with millions of images in many datasets, it\u2019s virtually impossible to catch these issues. Visual Layer<\/a>, a Tel Aviv-based startup that wants to enable data scientists and ML engineers to find these issues before they impact their models, today announced that it has raised a $7 million seed funding round led by Madrona and Insight Partners.<\/p>\n

The company built a system that, without relying on expensive GPUs, can analyze hundreds of millions of images and automatically find potential issues within these datasets. At the core of Visual Layer\u2019s technology stack is the open source fastdub project<\/a>. The company was co-founded by Danny Bickson<\/a> (CEO) and Amir Alush<\/a> (CTO). They developed fastdub based on their experience at companies like Apple, where Bickson was previously a Sr. Data Science Manager after the company acquired the AI startup Turi (which he co-founded). Alush previously co-founded Brodmann17. Fastdup, which recently hit version 1.0, helps engineers find potential issues<\/a> in their image datasets, clusters and visualizes them.<\/p>\n

\"\"<\/a><\/p>\n

Image Credits:<\/strong> Visual Layer<\/p>\n<\/div>\n

In their research, the team (which also includes former Turi CEO and co-founder Carlos Guestrin among the co-founders) found<\/a> that the popular ImageNet-21K pre-training dataset includes over a million pairs of duplicates among its just over 14 million images. Most datasets also include broken images or very similar to images that have vastly different labels. Often, thousands of images are also simply mislabeled and are then being used to train the wrong model (think images of shoes being used to train a face detection model).<\/p>\n

\u201cCompanies and organizations across the globe are experiencing the explosion of data, and visual data is one of the most complex and challenging data types to manage. Understanding, curating and managing this content is crucially important to build meaningful services for customers in a broad set of industries \u2014 from retail to manufacturing to self-driving cars and more,\u201d said Bickson. \u201cCompanies are struggling with those huge amounts of data, they often have no clue where their data is and what is inside it. They develop their homegrown tools since there is no infrastructure and no common standards.\u201d<\/p>\n

Unsurprisingly, Visual Layer is essentially offering fastdub as a service (with additional enterprise features layered on top).<\/p>\n

\"\"<\/a><\/p>\n

Image Credits:<\/strong> Visual Layer<\/p>\n<\/div>\n

Some of the company\u2019s early users include the likes of Indian social commerce platform Meesho, which used fastdup to improve the quality of its image gallery of 200 million products, John Deere, Honeywell, Winnow and Nuvilab.<\/p>\n

\u201cDespite the idea that bigger datasets mean better models, when it comes to images and video, messy underlying datasets can produce suboptimal models and error-prone results. Now with the reality of large-scale AI models we must solve the data problem. The immediate excitement we saw after the launch of fastdup made clear to us that customers agree. We are excited to work with the Visual Layer team and the fastdup community to build a new, foundational component of the AI application stack,\u201d said Jon Turow, partner at Madrona.<\/p>\n<\/p><\/div>\n

<\/br><\/br><\/br><\/p>\n

Science, Tech, Technology<\/br>
\n<\/br>
\nSource:https:\/\/techcrunch.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-data-sets-they-need-to-build-ai-models-raises-7m\/<\/a><\/br><\/br><\/p>\n","protected":false},"excerpt":{"rendered":"

Source:https:\/\/techcrunch.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-data-sets-they-need-to-build-ai-models-raises-7m\/ Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M 2023-05-16 22:13:55 Training machine learning models for computer vision use cases takes massive amounts of images. Often, those images are mislabeled, broken or duplicated, leading to sub-par model performance. But with millions of images in many datasets, […]<\/p>\n","protected":false},"author":1,"featured_media":32340,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","om_disable_all_campaigns":false,"pagelayer_contact_templates":[],"_pagelayer_content":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[26,17,8],"tags":[],"class_list":["post-32339","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-science","category-tech","category-technology"],"yoast_head":"\nVisual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M - Science and Nerds<\/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:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M - Science and Nerds\" \/>\n<meta property=\"og:description\" content=\"Source:https:\/\/techcrunch.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-data-sets-they-need-to-build-ai-models-raises-7m\/ Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M 2023-05-16 22:13:55 Training machine learning models for computer vision use cases takes massive amounts of images. Often, those images are mislabeled, broken or duplicated, leading to sub-par model performance. But with millions of images in many datasets, […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/\" \/>\n<meta property=\"og:site_name\" content=\"Science and Nerds\" \/>\n<meta property=\"article:published_time\" content=\"2023-05-16T22:13:55+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-05-16T22:13:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/scienceandnerds.com\/wp-content\/uploads\/2023\/05\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m_6464002388c4b.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"533\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/\",\"url\":\"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/\",\"name\":\"Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M - Science and Nerds\",\"isPartOf\":{\"@id\":\"https:\/\/scienceandnerds.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/scienceandnerds.com\/wp-content\/uploads\/2023\/05\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m_6464002388c4b.jpeg?fit=533%2C400&ssl=1\",\"datePublished\":\"2023-05-16T22:13:55+00:00\",\"dateModified\":\"2023-05-16T22:13:56+00:00\",\"author\":{\"@id\":\"https:\/\/scienceandnerds.com\/#\/schema\/person\/ea2991abeb2b9ab04b32790dff28360e\"},\"breadcrumb\":{\"@id\":\"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#primaryimage\",\"url\":\"https:\/\/i0.wp.com\/scienceandnerds.com\/wp-content\/uploads\/2023\/05\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m_6464002388c4b.jpeg?fit=533%2C400&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/scienceandnerds.com\/wp-content\/uploads\/2023\/05\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m_6464002388c4b.jpeg?fit=533%2C400&ssl=1\",\"width\":533,\"height\":400},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/scienceandnerds.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/scienceandnerds.com\/#website\",\"url\":\"https:\/\/scienceandnerds.com\/\",\"name\":\"Science and Nerds\",\"description\":\"My WordPress Blog\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/scienceandnerds.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/scienceandnerds.com\/#\/schema\/person\/ea2991abeb2b9ab04b32790dff28360e\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/scienceandnerds.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/7e6e14fc6691445ef2b2c0a3a6c43882?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/7e6e14fc6691445ef2b2c0a3a6c43882?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"sameAs\":[\"https:\/\/scienceandnerds.com\"],\"url\":\"https:\/\/scienceandnerds.com\/author\/admin\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M - Science and Nerds","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/","og_locale":"en_US","og_type":"article","og_title":"Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M - Science and Nerds","og_description":"Source:https:\/\/techcrunch.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-data-sets-they-need-to-build-ai-models-raises-7m\/ Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M 2023-05-16 22:13:55 Training machine learning models for computer vision use cases takes massive amounts of images. Often, those images are mislabeled, broken or duplicated, leading to sub-par model performance. But with millions of images in many datasets, […]","og_url":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/","og_site_name":"Science and Nerds","article_published_time":"2023-05-16T22:13:55+00:00","article_modified_time":"2023-05-16T22:13:56+00:00","og_image":[{"width":533,"height":400,"url":"https:\/\/scienceandnerds.com\/wp-content\/uploads\/2023\/05\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m_6464002388c4b.jpeg","type":"image\/jpeg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/","url":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/","name":"Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M - Science and Nerds","isPartOf":{"@id":"https:\/\/scienceandnerds.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#primaryimage"},"image":{"@id":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/scienceandnerds.com\/wp-content\/uploads\/2023\/05\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m_6464002388c4b.jpeg?fit=533%2C400&ssl=1","datePublished":"2023-05-16T22:13:55+00:00","dateModified":"2023-05-16T22:13:56+00:00","author":{"@id":"https:\/\/scienceandnerds.com\/#\/schema\/person\/ea2991abeb2b9ab04b32790dff28360e"},"breadcrumb":{"@id":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#primaryimage","url":"https:\/\/i0.wp.com\/scienceandnerds.com\/wp-content\/uploads\/2023\/05\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m_6464002388c4b.jpeg?fit=533%2C400&ssl=1","contentUrl":"https:\/\/i0.wp.com\/scienceandnerds.com\/wp-content\/uploads\/2023\/05\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m_6464002388c4b.jpeg?fit=533%2C400&ssl=1","width":533,"height":400},{"@type":"BreadcrumbList","@id":"https:\/\/scienceandnerds.com\/2023\/05\/16\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/scienceandnerds.com\/"},{"@type":"ListItem","position":2,"name":"Visual Layer helps enterprise manage the massive visual datasets they need to build AI models, raises $7M"}]},{"@type":"WebSite","@id":"https:\/\/scienceandnerds.com\/#website","url":"https:\/\/scienceandnerds.com\/","name":"Science and Nerds","description":"My WordPress Blog","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/scienceandnerds.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/scienceandnerds.com\/#\/schema\/person\/ea2991abeb2b9ab04b32790dff28360e","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/scienceandnerds.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/7e6e14fc6691445ef2b2c0a3a6c43882?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7e6e14fc6691445ef2b2c0a3a6c43882?s=96&d=mm&r=g","caption":"admin"},"sameAs":["https:\/\/scienceandnerds.com"],"url":"https:\/\/scienceandnerds.com\/author\/admin\/"}]}},"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/scienceandnerds.com\/wp-content\/uploads\/2023\/05\/visual-layer-helps-enterprise-manage-the-massive-visual-datasets-they-need-to-build-ai-models-raises-7m_6464002388c4b.jpeg?fit=533%2C400&ssl=1","_links":{"self":[{"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/posts\/32339","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/comments?post=32339"}],"version-history":[{"count":1,"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/posts\/32339\/revisions"}],"predecessor-version":[{"id":32341,"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/posts\/32339\/revisions\/32341"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/media\/32340"}],"wp:attachment":[{"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/media?parent=32339"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/categories?post=32339"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/scienceandnerds.com\/wp-json\/wp\/v2\/tags?post=32339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}