{"id":5345,"date":"2021-04-04T17:30:00","date_gmt":"2021-04-04T17:30:00","guid":{"rendered":"https:\/\/joapen.com\/blog\/?p=5345"},"modified":"2021-07-04T16:09:56","modified_gmt":"2021-07-04T14:09:56","slug":"year-4-q2-machine-learning-on-kaggle","status":"publish","type":"post","link":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/","title":{"rendered":"Year 4, Q2 Machine Learning on kaggle"},"content":{"rendered":"\n<p>During <a href=\"https:\/\/joapen.com\/blog\/2021\/01\/03\/year-4-q1-personal-readjustments-and-artificial-intelligence\/\" target=\"_blank\" rel=\"noreferrer noopener\">Q1<\/a> one of the topics have been to learn about <a href=\"https:\/\/joapen.com\/blog\/2021\/01\/03\/year-4-q1-personal-readjustments-and-artificial-intelligence\/\" target=\"_blank\" rel=\"noreferrer noopener\">Artificial Intelligence<\/a>, and after reading and listen several podcasts, I have decided that I would like to learn about Machine learning using Kaggle environment: python, jupyter notebooks, examples, a large community, competitions&#8230;.<\/p>\n\n\n\n<p>I have already completed the python course to refresh my knowledge and start this quarter on it.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The plan<\/h2>\n\n\n\n<p>So the&nbsp;<a href=\"https:\/\/joapen.com\/blog\/2010\/08\/24\/behind-the-cloud\/\" target=\"_blank\" rel=\"noreferrer noopener\">V2MOM<\/a>&nbsp;for this quarter will be:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Vision<\/strong>: Learn about Machine Learning on Kaggle.<\/li><li><strong>Values<\/strong>: have fun, change habits day by day.<\/li><li><strong>Method<\/strong>: do courses, advance in the novice roadmap, participate on a competition, write code, read code&#8230;<\/li><li><strong>Obstacles<\/strong>:<ul><li>Time.<\/li><\/ul><ul><li>Ariel\u2019s surgery.<\/li><\/ul><\/li><li><strong>Measures<\/strong>:<ul><li>Do at least 3 courses.<\/li><li>Listen at least 13 hours of podcasts related to Machine Learning.<\/li><li>Compete at least in one competition.<\/li><\/ul><\/li><\/ul>\n\n\n\n<p>Death line = 30\/June\/2021<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The results (July 2021)<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>Measures (Actual \/ target):<ul><li>Course = python.<\/li><li>Course = Intro to Machine Learning.<\/li><li>Course = Data visualization.<\/li><li>From <a href=\"https:\/\/www.youtube.com\/c\/DotCSV\/playlists\" target=\"_blank\" rel=\"noreferrer noopener\">DotCSV channel<\/a>: Aprende que son las redes neuronales (11 videos).<\/li><li>Podcast &#8220;<a href=\"https:\/\/www.ivoox.com\/suscripciones_jb_37623559_1.html\" target=\"_blank\" rel=\"noreferrer noopener\">Software 2.0<\/a>&#8220;: 4 hours.<\/li><li>One notebook related to Sevilla Tourism.<\/li><li>About basis of Machine Learning: <a href=\"https:\/\/www.cienciadedatos.net\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.cienciadedatos.net\/<\/a><\/li><li><a href=\"https:\/\/joapen.com\/blog\/2021\/05\/12\/how-to-solve-time-series-problems-with-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">How to solve Time Series problems with Machine Learning<\/a>.<\/li><li>One notebook looking\u00a0for\u00a0correlation\u00a0between\u00a0DIX, GEX and\u00a0S&amp;P\u00a0500.<\/li><li>One notebook looking\u00a0for\u00a0correlation\u00a0between\u00a0market\u00a0breadth\u00a0data\u00a0and\u00a0S&amp;P\u00a0500 (using a neural network).<\/li><li><a href=\"https:\/\/joapen.com\/blog\/2021\/06\/10\/looking-for-a-machine-learning-model-that-hits-sp-500-daily-change-using-market-breadth-data-dix-gex-vix\/\" target=\"_blank\" rel=\"noreferrer noopener\">One notebook looking\u00a0for\u00a0correlation\u00a0between\u00a0market\u00a0breadth\u00a0data\u00a0and\u00a0S&amp;P\u00a0500<\/a> (using GXBoost model).<\/li><li><a href=\"https:\/\/joapen.com\/blog\/2021\/06\/17\/machine-learning-using-lstm-to-predict-sp-500\/\" target=\"_blank\" rel=\"noreferrer noopener\">Machine Learning, using LSTM to predict S&amp;P 500<\/a>.<\/li><li>I have learned some concepts reading kaggle code and posts: <a href=\"https:\/\/joapen.com\/blog\/2021\/04\/26\/learning-while-reading-kaggle-posts\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/joapen.com\/blog\/2021\/04\/26\/learning-while-reading-kaggle-posts\/<\/a><\/li><li>I have started a Work breakdown structure (WBS) document to figure out a lot of details that I have to take into account during a standard project (considering a lot of opened assumptions).<\/li><li><a href=\"https:\/\/joapen.com\/blog\/2021\/05\/07\/notes-about-convolutional-neural-networks\/\" target=\"_blank\" rel=\"noreferrer noopener\">Notes about convolutional neural networks<\/a>.<\/li><li><a href=\"https:\/\/joapen.com\/blog\/2021\/04\/20\/what-is-machine-learning-operations\/\" target=\"_blank\" rel=\"noreferrer noopener\">What is Machine Learning Operations<\/a>.<\/li><\/ul><\/li><\/ul>\n\n\n\n<p>Videos:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Sequencial model with Keras: <a href=\"https:\/\/www.youtube.com\/watch?v=EvGS3VAsG4Y\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/watch?v=EvGS3VAsG4Y<\/a><\/li><li>Que es una red LSTM: <a href=\"https:\/\/www.youtube.com\/watch?v=1BubAvTVBYs\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/watch?v=1BubAvTVBYs<\/a><\/li><li>LSTM networks explained: <a href=\"https:\/\/www.youtube.com\/watch?v=QciIcRxJvsM\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/watch?v=QciIcRxJvsM<\/a><\/li><\/ul>\n\n\n\n<p>I&#8217;m very happy this quarter with the knowledge gained on machine learning and I&#8217;m going to continue next quarter on this topic as there are so many things to be learnt.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>During Q1 one of the topics have been to learn about Artificial Intelligence, and after reading and listen several podcasts, I have decided that I would like to learn about Machine learning using Kaggle environment: python, jupyter notebooks, examples, a large community, competitions&#8230;. I have already completed the python course to refresh my knowledge and &#8230; <a title=\"Year 4, Q2 Machine Learning on kaggle\" class=\"read-more\" href=\"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/\" aria-label=\"Read more about Year 4, Q2 Machine Learning on kaggle\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":5346,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[38,151],"tags":[],"class_list":["post-5345","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-learning","category-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Year 4, Q2 Machine Learning on kaggle -<\/title>\n<meta name=\"description\" content=\"During Q1 one of the topics have been to learn about Artificial Intelligence, and after reading and listen several podcasts, I have decided that I would - joapen projects\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Year 4, Q2 Machine Learning on kaggle -\" \/>\n<meta property=\"og:description\" content=\"During Q1 one of the topics have been to learn about Artificial Intelligence, and after reading and listen several podcasts, I have decided that I would - joapen projects\" \/>\n<meta property=\"og:url\" content=\"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/\" \/>\n<meta property=\"og:site_name\" content=\"joapen projects\" \/>\n<meta property=\"article:published_time\" content=\"2021-04-04T17:30:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-07-04T14:09:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/My-first-Machine-Learning-Code.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"662\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"joapen\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"joapen\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/\"},\"author\":{\"name\":\"joapen\",\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/#\\\/schema\\\/person\\\/23919df2312175fe9c4609203595b217\"},\"headline\":\"Year 4, Q2 Machine Learning on kaggle\",\"datePublished\":\"2021-04-04T17:30:00+00:00\",\"dateModified\":\"2021-07-04T14:09:56+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/\"},\"wordCount\":373,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/#\\\/schema\\\/person\\\/23919df2312175fe9c4609203595b217\"},\"image\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/joapen.com\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/My-first-Machine-Learning-Code.jpg\",\"articleSection\":[\"Learning\",\"Machine Learning\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/\",\"url\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/\",\"name\":\"Year 4, Q2 Machine Learning on kaggle -\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/joapen.com\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/My-first-Machine-Learning-Code.jpg\",\"datePublished\":\"2021-04-04T17:30:00+00:00\",\"dateModified\":\"2021-07-04T14:09:56+00:00\",\"description\":\"During Q1 one of the topics have been to learn about Artificial Intelligence, and after reading and listen several podcasts, I have decided that I would - joapen projects\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/#primaryimage\",\"url\":\"https:\\\/\\\/joapen.com\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/My-first-Machine-Learning-Code.jpg\",\"contentUrl\":\"https:\\\/\\\/joapen.com\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/My-first-Machine-Learning-Code.jpg\",\"width\":662,\"height\":450},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/2021\\\/04\\\/04\\\/year-4-q2-machine-learning-on-kaggle\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/joapen.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Year 4, Q2 Machine Learning on kaggle\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/joapen.com\\\/blog\\\/\",\"name\":\"joapen projects\",\"description\":\"Just a place to write\",\"publisher\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/#\\\/schema\\\/person\\\/23919df2312175fe9c4609203595b217\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/joapen.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/#\\\/schema\\\/person\\\/23919df2312175fe9c4609203595b217\",\"name\":\"joapen\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/joapen-mini.jpeg\",\"url\":\"https:\\\/\\\/joapen.com\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/joapen-mini.jpeg\",\"contentUrl\":\"https:\\\/\\\/joapen.com\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/joapen-mini.jpeg\",\"width\":400,\"height\":400,\"caption\":\"joapen\"},\"logo\":{\"@id\":\"https:\\\/\\\/joapen.com\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/joapen-mini.jpeg\"},\"sameAs\":[\"http:\\\/\\\/www.joapen.com\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Year 4, Q2 Machine Learning on kaggle -","description":"During Q1 one of the topics have been to learn about Artificial Intelligence, and after reading and listen several podcasts, I have decided that I would - joapen projects","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:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/","og_locale":"en_US","og_type":"article","og_title":"Year 4, Q2 Machine Learning on kaggle -","og_description":"During Q1 one of the topics have been to learn about Artificial Intelligence, and after reading and listen several podcasts, I have decided that I would - joapen projects","og_url":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/","og_site_name":"joapen projects","article_published_time":"2021-04-04T17:30:00+00:00","article_modified_time":"2021-07-04T14:09:56+00:00","og_image":[{"width":662,"height":450,"url":"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/My-first-Machine-Learning-Code.jpg","type":"image\/jpeg"}],"author":"joapen","twitter_misc":{"Written by":"joapen","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/#article","isPartOf":{"@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/"},"author":{"name":"joapen","@id":"https:\/\/joapen.com\/blog\/#\/schema\/person\/23919df2312175fe9c4609203595b217"},"headline":"Year 4, Q2 Machine Learning on kaggle","datePublished":"2021-04-04T17:30:00+00:00","dateModified":"2021-07-04T14:09:56+00:00","mainEntityOfPage":{"@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/"},"wordCount":373,"commentCount":0,"publisher":{"@id":"https:\/\/joapen.com\/blog\/#\/schema\/person\/23919df2312175fe9c4609203595b217"},"image":{"@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/#primaryimage"},"thumbnailUrl":"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/My-first-Machine-Learning-Code.jpg","articleSection":["Learning","Machine Learning"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/","url":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/","name":"Year 4, Q2 Machine Learning on kaggle -","isPartOf":{"@id":"https:\/\/joapen.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/#primaryimage"},"image":{"@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/#primaryimage"},"thumbnailUrl":"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/My-first-Machine-Learning-Code.jpg","datePublished":"2021-04-04T17:30:00+00:00","dateModified":"2021-07-04T14:09:56+00:00","description":"During Q1 one of the topics have been to learn about Artificial Intelligence, and after reading and listen several podcasts, I have decided that I would - joapen projects","breadcrumb":{"@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/#primaryimage","url":"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/My-first-Machine-Learning-Code.jpg","contentUrl":"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/My-first-Machine-Learning-Code.jpg","width":662,"height":450},{"@type":"BreadcrumbList","@id":"https:\/\/joapen.com\/blog\/2021\/04\/04\/year-4-q2-machine-learning-on-kaggle\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/joapen.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Year 4, Q2 Machine Learning on kaggle"}]},{"@type":"WebSite","@id":"https:\/\/joapen.com\/blog\/#website","url":"https:\/\/joapen.com\/blog\/","name":"joapen projects","description":"Just a place to write","publisher":{"@id":"https:\/\/joapen.com\/blog\/#\/schema\/person\/23919df2312175fe9c4609203595b217"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/joapen.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":["Person","Organization"],"@id":"https:\/\/joapen.com\/blog\/#\/schema\/person\/23919df2312175fe9c4609203595b217","name":"joapen","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/joapen-mini.jpeg","url":"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/joapen-mini.jpeg","contentUrl":"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/joapen-mini.jpeg","width":400,"height":400,"caption":"joapen"},"logo":{"@id":"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/04\/joapen-mini.jpeg"},"sameAs":["http:\/\/www.joapen.com"]}]}},"_links":{"self":[{"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/posts\/5345","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/comments?post=5345"}],"version-history":[{"count":7,"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/posts\/5345\/revisions"}],"predecessor-version":[{"id":5678,"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/posts\/5345\/revisions\/5678"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/media\/5346"}],"wp:attachment":[{"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/media?parent=5345"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/categories?post=5345"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/joapen.com\/blog\/wp-json\/wp\/v2\/tags?post=5345"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}