{"id":15925,"date":"2022-02-22T14:50:04","date_gmt":"2022-02-22T14:50:04","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/"},"modified":"2022-02-22T14:50:04","modified_gmt":"2022-02-22T14:50:04","slug":"optimizing-for-the-human-mind-with-machine-learning","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/","title":{"rendered":"Optimizing For The Human Mind With Machine Learning"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<br \/><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2022\/02\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png\" \/><\/p>\n<div id=\"narrow-cont\">\n<p dir=\"ltr\" role=\"presentation\">We\u2019ve been talking with search industry pros and innovators about <a href=\"https:\/\/www.searchenginejournal.com\/mitul-gandhi-seoclarity-qa\/435938\/\">persistent challenges<\/a>, <a href=\"https:\/\/www.searchenginejournal.com\/conversation-intelligence-trends\/433946\/\">trending opportunities<\/a>, and the technologies people and companies are using to stay relevant in competitive search results.<\/p>\n<p dir=\"ltr\" role=\"presentation\">One trend driving massive advancements in search technology is the shift from keywords to data that better represents the meaning of the query, and what\u2019s known about it.<\/p>\n<p dir=\"ltr\" role=\"presentation\">Keyword search has been driving content discovery since 1230 AD. That\u2019s when French\u00a0cardinal and biblical commentator Cardinal Hugh de St Cher completed the first known index in history.<\/p>\n<p dir=\"ltr\" role=\"presentation\">Vector search marks a major shift from this traditional method of information retrieval to a future in which all of the complex data that makes up modern content assets can be put to work.<\/p>\n<p dir=\"ltr\" role=\"presentation\">So what do you need to know about it right now?<\/p>\n<p dir=\"ltr\" role=\"presentation\">We reached out to <a href=\"https:\/\/edoliberty.github.io\/\" target=\"_blank\" rel=\"noopener\">Edo Liberty<\/a>, the former head of Amazon\u2019s AI lab and now CEO of Pinecone, for a primer on vector search and why you may want to have the associated technologies on your radar.<\/p>\n<p dir=\"ltr\" role=\"presentation\">We asked Liberty:<\/p>\n<ul>\n<li dir=\"ltr\" role=\"presentation\">How will vector search redefine traditional keyword search?<\/li>\n<li dir=\"ltr\" role=\"presentation\">How would you explain vector search to a 5-year-old?<\/li>\n<li dir=\"ltr\" role=\"presentation\">What are some of the challenges that you faced using ML algorithms for Amazon Web Services (AWS) customers, and how did you overcome them?<\/li>\n<li dir=\"ltr\" role=\"presentation\">What is Pinecone and what does it do?<\/li>\n<li dir=\"ltr\" role=\"presentation\">What tips or advice do you have for SEO beginners who are just stepping into the world of ML and AI?<\/li>\n<\/ul>\n<p dir=\"ltr\" role=\"presentation\">Let\u2019s start with this \u2013 why is natural language processing (NLP) so important to the future of SEO, and how can marketers prepare for what\u2019s next?<\/p>\n<h2 dir=\"ltr\" role=\"presentation\">We\u2019ve Burned The Ships Of Keyword Search<\/h2>\n<p dir=\"ltr\"><strong>Edo Liberty:<\/strong> \u201cJust as SEOs <a href=\"https:\/\/www.searchenginejournal.com\/google-pagerank-explained\/350630\/\">mastered the PageRank algorithm<\/a>, they now need to know about NLP in order to succeed and beat the competition.<\/p>\n<p dir=\"ltr\">Unlike PageRank, however, the field of <a href=\"https:\/\/www.searchenginejournal.com\/natural-language-generation-changes-seo\/371739\/\">NLP is growing fast<\/a> and has thousands of contributors.<\/p>\n<p dir=\"ltr\">It\u2019s going to take more effort than following Matt Cutts (from Google) on Twitter and tracking SERP changes.<\/p>\n<p dir=\"ltr\">Thankfully, although NLP is a more complicated topic, it is not shrouded in mystery like PageRank is.<\/p>\n<p dir=\"ltr\">A lot of the work on NLP is being done in the open, with free and abundant research papers, open-source software, and no-cost <a href=\"https:\/\/mailtrack.io\/trace\/link\/0867eddbeb6b2678ab96989a319c7fbb5441ff5f?url=https%3A%2F%2Fwww.pinecone.io%2Flearn%2Fnlp%2F&amp;userId=7918758&amp;signature=186e256f4eeb63aa\" target=\"_blank\" rel=\"noopener nofollow\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/mailtrack.io\/trace\/link\/0867eddbeb6b2678ab96989a319c7fbb5441ff5f?url%3Dhttps%253A%252F%252Fwww.pinecone.io%252Flearn%252Fnlp%252F%26userId%3D7918758%26signature%3D186e256f4eeb63aa&amp;source=gmail&amp;ust=1645163131045000&amp;usg=AOvVaw2vrhLUZFZZLCsiLZ23L5FE\">online courses on NLP<\/a>.<\/p>\n<p dir=\"ltr\">One thing is clear about NLP: It\u2019s here to stay.<\/p>\n<p dir=\"ltr\">It\u2019s far from perfect, but it\u2019s improving fast, and the big tech companies have burned the ships of keyword search and there is no going back.\u201d<\/p>\n<h2 dir=\"ltr\">Vector Search Enables Us To Search The Way We Speak<\/h2>\n<p dir=\"ltr\" role=\"presentation\">How will vector search redefine traditional <a href=\"https:\/\/www.searchenginejournal.com\/keyword-research\/tools-techniques\/\">keyword search<\/a>?<\/p>\n<p dir=\"ltr\" role=\"presentation\"><strong>Edo Liberty:<\/strong> \u201c<a href=\"https:\/\/mailtrack.io\/trace\/link\/46d6c89109f1fdfc20c349518f8d4d2120d9d1fe?url=https%3A%2F%2Fwww.pinecone.io%2Flearn%2Fvector-search-basics%2F&amp;userId=7918758&amp;signature=c9fb7b34aef70751\" target=\"_blank\" rel=\"noopener nofollow\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/mailtrack.io\/trace\/link\/46d6c89109f1fdfc20c349518f8d4d2120d9d1fe?url%3Dhttps%253A%252F%252Fwww.pinecone.io%252Flearn%252Fvector-search-basics%252F%26userId%3D7918758%26signature%3Dc9fb7b34aef70751&amp;source=gmail&amp;ust=1645163131045000&amp;usg=AOvVaw0BWiMlCOU5Z0KInulmAbvp\">Vector search<\/a> doesn\u2019t redefine keyword search; it replaces it whole-cloth.<\/p>\n<p dir=\"ltr\" role=\"presentation\">Instead of working with keywords \u2013 and their synonyms and misspellings \u2013 vector search works with <a href=\"https:\/\/mailtrack.io\/trace\/link\/bfefe494500d77d438e567413252d5e72a9e6007?url=https%3A%2F%2Fwww.pinecone.io%2Flearn%2Fvector-embeddings%2F&amp;userId=7918758&amp;signature=eb131116ba588aa2\" target=\"_blank\" rel=\"noopener nofollow\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/mailtrack.io\/trace\/link\/bfefe494500d77d438e567413252d5e72a9e6007?url%3Dhttps%253A%252F%252Fwww.pinecone.io%252Flearn%252Fvector-embeddings%252F%26userId%3D7918758%26signature%3Deb131116ba588aa2&amp;source=gmail&amp;ust=1645163131045000&amp;usg=AOvVaw2pz6QYPNextOdqRGEBqxg0\">vector embeddings<\/a>.<\/p>\n<p dir=\"ltr\" role=\"presentation\">That\u2019s a piece of data that represents the meaning of the search phrase along with other information known about the query or the user.<\/p>\n<p dir=\"ltr\" role=\"presentation\">(To a human, the vector embedding is unrecognizable and just looks like a long array of numbers.)<\/p>\n<p dir=\"ltr\" role=\"presentation\">This representation of the search phrase and the user is then used to sort through massive collections of embeddings that represent other content and user preferences to find the most relevant result.<\/p>\n<p dir=\"ltr\">From the user\u2019s perspective, this means they can search the way they speak.<\/p>\n<p dir=\"ltr\">They no longer need to learn the quirks and syntaxes of search engines.<\/p>\n<p dir=\"ltr\">From the SEO\u2019s perspective, this means they can truly focus on themes and topics without worrying about precise keywords.\u201d<\/p>\n<h2 dir=\"ltr\" role=\"presentation\">How Would You Explain Vector Search To A 5-year-old?<\/h2>\n<p dir=\"ltr\"><strong>Edo Liberty:<\/strong> \u201cOur article explaining <a href=\"https:\/\/mailtrack.io\/trace\/link\/30186ca19fa11ceb8f21eeab54a6624f67bed225?url=https%3A%2F%2Fwww.pinecone.io%2Flearn%2Fvector-search-basics%2F&amp;userId=7918758&amp;signature=25efc1ba3287cdbe\" target=\"_blank\" rel=\"noopener nofollow\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/mailtrack.io\/trace\/link\/30186ca19fa11ceb8f21eeab54a6624f67bed225?url%3Dhttps%253A%252F%252Fwww.pinecone.io%252Flearn%252Fvector-search-basics%252F%26userId%3D7918758%26signature%3D25efc1ba3287cdbe&amp;source=gmail&amp;ust=1645163131045000&amp;usg=AOvVaw3GS9Prk1Vr_UwiHS4MwQVI\">vector search basics<\/a> comes close.<\/p>\n<p dir=\"ltr\">The ELI5 version, as I\u2019ve practiced on my own family, is this: If I say \u2018Italian food,\u2019 you might think of pizza or pasta.<\/p>\n<p dir=\"ltr\">You\u2019ve learned that those things are related because you remember eating pizza at an Italian restaurant or learning that pasta is popular in Italy.<\/p>\n<p dir=\"ltr\">But a computer never learned that. So the phrase \u2018Italian food\u2019 means exactly that and doesn\u2019t contain information to say it\u2019s related to pasta or pizza.<\/p>\n<p dir=\"ltr\">So, when I ask a computer to search for an \u2018Italian restaurant,\u2019 it might leave out the pizza places.<\/p>\n<p dir=\"ltr\">Machine learning is a way of helping computers understand the meaning of what we say or type.<\/p>\n<p dir=\"ltr\">And vector search is a way for those computers to search through everything they know, based on meaning and not exact words.<\/p>\n<p dir=\"ltr\">So now, if I ask the computer to recommend an Italian place, it might suggest your favorite pizza place just like you would.<\/p>\n<p dir=\"ltr\">Organizations can finally focus on creating and organizing <a href=\"https:\/\/www.searchenginejournal.com\/write-content-people-search-engines\/292409\/\">content for humans<\/a>.<\/p>\n<p dir=\"ltr\">There are many thousands of scientists and engineers working tirelessly to make ML and NLP resemble the human mind.<\/p>\n<p dir=\"ltr\">Do you really want to go against that? The winning strategy for SEO is to optimize for the human mind.\u201d<\/p>\n<h2 dir=\"ltr\">Overcoming Challenges In Machine Learning<\/h2>\n<p dir=\"ltr\" role=\"presentation\">What are some of the challenges that you faced using ML algorithms for Amazon Web Services (AWS) customers, and how did you overcome them?<\/p>\n<p dir=\"ltr\"><strong>Edo Liberty:<\/strong> \u201cI can\u2019t speak about specific projects or challenges from AWS. I can say more broadly, from my experience, I saw that ML algorithms are no longer the bottlenecks.<\/p>\n<p dir=\"ltr\">To be sure, they are far from perfect, and there\u2019s a lot of work to be done, but that work is happening at breakneck speed.<\/p>\n<p dir=\"ltr\">The next challenge is in running those algorithms at the scale needed to support consumer products and enterprise applications.<\/p>\n<p dir=\"ltr\">Those representations I mentioned earlier, vector embeddings, are computationally costly to search through.<\/p>\n<p dir=\"ltr\">An index of just 1M items (vector embeddings) already requires specialized software along with careful tuning; an index of 100M items requires specialized software and infrastructure; an index of 1B or more items requires you to be Google or Amazon.<\/p>\n<p dir=\"ltr\">(As an aside, this is why I started Pinecone: To make it easy for engineering teams to add vector search to their applications.)\u201d<\/p>\n<h2 dir=\"ltr\">What Is Pinecone?<\/h2>\n<p dir=\"ltr\" role=\"presentation\">What is Pinecone and what does it do?<\/p>\n<p dir=\"ltr\"><strong>Edo Liberty:<\/strong> Today, Pinecone makes it easy for engineers to build fast, fresh, and filtered vector search into their applications.<\/p>\n<p dir=\"ltr\">It gives engineering teams the search infrastructure needed to run vector search at scale, all packaged in a managed service with an easy API.<\/p>\n<p dir=\"ltr\">(We\u2019ve dropped the version numbers because the releases come fast, and because as a managed service, users always get the latest version and don\u2019t need to worry about updates.)<\/p>\n<p dir=\"ltr\" role=\"presentation\">Working with algorithms is extremely fun and absolutely worth the challenges.<\/p>\n<p dir=\"ltr\">With vector search, we\u2019re at the intersection of cutting-edge algorithms, database architectures, and serverless applications.<\/p>\n<p dir=\"ltr\">And, we get to see our customers apply this technology to products that are revolutionizing both consumer and enterprise applications like semantic search, recommendation systems, IT security, wearables, computer vision, and more.<\/p>\n<h2 dir=\"ltr\">Getting Started In ML &amp; AI<\/h2>\n<p dir=\"ltr\" role=\"presentation\">What tips or advice do you have for SEO beginners who are just stepping into the worlds of ML and AI?<\/p>\n<p dir=\"ltr\"><strong>Edo Liberty:<\/strong> \u201cDon\u2019t feel intimidated. Even the brightest researchers in this field are \u2018figuring things out.\u2019<\/p>\n<p dir=\"ltr\"><a href=\"https:\/\/www.searchenginejournal.com\/machine-learning-ai-in-search\/382454\/\">Learning about AI\/ML<\/a> beyond the surface-level articles will make you a better SEO professional, and there are plenty of free <a href=\"https:\/\/www.searchenginejournal.com\/machine-learning-seo-competitor-research\/408552\/\">resources<\/a> that help you do that.<\/p>\n<p dir=\"ltr\">For those interested in careers in this field, we are currently <a href=\"https:\/\/www.pinecone.io\/careers\/\" target=\"_blank\" rel=\"noopener\">hiring across all teams<\/a>: engineering, research, customer success, sales, marketing, and operations.<\/p>\n<p dir=\"ltr\"><strong>More Resources:<\/strong><\/p>\n<hr\/>\n<p dir=\"ltr\"><em>Featured Image: Courtesy of Pinecone<\/em><\/p>\n<\/div>\n<iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/www.searchenginejournal.com\/vector-search-edo-liberty\/438523\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We\u2019ve been talking with search industry pros and innovators about persistent challenges, trending opportunities, and the technologies people and companies are using to stay relevant&#8230;<\/p>\n","protected":false},"author":1,"featured_media":15926,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-15925","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Optimizing For The Human Mind With Machine Learning - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Optimizing For The Human Mind With Machine Learning - mailinvest.blog\" \/>\n<meta property=\"og:description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"mailinvest.blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/freelanceracademic\/\" \/>\n<meta property=\"article:published_time\" content=\"2022-02-22T14:50:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/02\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1600\" \/>\n\t<meta property=\"og:image:height\" content=\"840\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin@mailinvest.blog\" \/>\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@mailinvest.blog\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/\"},\"author\":{\"name\":\"admin@mailinvest.blog\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/person\\\/012701c4c204d4e4ebd34f926cfd31a4\"},\"headline\":\"Optimizing For The Human Mind With Machine Learning\",\"datePublished\":\"2022-02-22T14:50:04+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/\"},\"wordCount\":1255,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/02\\\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png\",\"articleSection\":[\"Tech Universe\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/\",\"name\":\"Optimizing For The Human Mind With Machine Learning - mailinvest.blog\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/02\\\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png\",\"datePublished\":\"2022-02-22T14:50:04+00:00\",\"description\":\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/02\\\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png\",\"contentUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/02\\\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png\",\"width\":1600,\"height\":840},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2022\\\/02\\\/22\\\/optimizing-for-the-human-mind-with-machine-learning\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/mailinvest.blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Optimizing For The Human Mind With Machine Learning\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#website\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/\",\"name\":\"mailinvest.blog\",\"description\":\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis. mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\",\"publisher\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mailinvest.blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#organization\",\"name\":\"mailinvest\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/01\\\/default.png\",\"contentUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/01\\\/default.png\",\"width\":1000,\"height\":1000,\"caption\":\"mailinvest\"},\"image\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/freelanceracademic\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/person\\\/012701c4c204d4e4ebd34f926cfd31a4\",\"name\":\"admin@mailinvest.blog\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g\",\"caption\":\"admin@mailinvest.blog\"},\"sameAs\":[\"https:\\\/\\\/mailinvest.blog\",\"admin@mailinvest.blog\"],\"url\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/author\\\/adminmailinvest-blog\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Optimizing For The Human Mind With Machine Learning - mailinvest.blog","description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","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:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/","og_locale":"en_US","og_type":"article","og_title":"Optimizing For The Human Mind With Machine Learning - mailinvest.blog","og_description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","og_url":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/","og_site_name":"mailinvest.blog","article_publisher":"https:\/\/www.facebook.com\/freelanceracademic\/","article_published_time":"2022-02-22T14:50:04+00:00","og_image":[{"width":1600,"height":840,"url":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/02\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png","type":"image\/png"}],"author":"admin@mailinvest.blog","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin@mailinvest.blog","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/#article","isPartOf":{"@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/"},"author":{"name":"admin@mailinvest.blog","@id":"https:\/\/mailinvest.blog\/#\/schema\/person\/012701c4c204d4e4ebd34f926cfd31a4"},"headline":"Optimizing For The Human Mind With Machine Learning","datePublished":"2022-02-22T14:50:04+00:00","mainEntityOfPage":{"@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/"},"wordCount":1255,"commentCount":0,"publisher":{"@id":"https:\/\/mailinvest.blog\/#organization"},"image":{"@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/02\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png","articleSection":["Tech Universe"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/","url":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/","name":"Optimizing For The Human Mind With Machine Learning - mailinvest.blog","isPartOf":{"@id":"https:\/\/mailinvest.blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/#primaryimage"},"image":{"@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/02\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png","datePublished":"2022-02-22T14:50:04+00:00","description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","breadcrumb":{"@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/#primaryimage","url":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/02\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png","contentUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/02\/edo-liberty-1600-x-840-px-620e21a761f84-sej.png","width":1600,"height":840},{"@type":"BreadcrumbList","@id":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/22\/optimizing-for-the-human-mind-with-machine-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mailinvest.blog\/"},{"@type":"ListItem","position":2,"name":"Optimizing For The Human Mind With Machine Learning"}]},{"@type":"WebSite","@id":"https:\/\/mailinvest.blog\/#website","url":"https:\/\/mailinvest.blog\/","name":"mailinvest.blog","description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis. mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","publisher":{"@id":"https:\/\/mailinvest.blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mailinvest.blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/mailinvest.blog\/#organization","name":"mailinvest","url":"https:\/\/mailinvest.blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mailinvest.blog\/#\/schema\/logo\/image\/","url":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/01\/default.png","contentUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/01\/default.png","width":1000,"height":1000,"caption":"mailinvest"},"image":{"@id":"https:\/\/mailinvest.blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/freelanceracademic\/"]},{"@type":"Person","@id":"https:\/\/mailinvest.blog\/#\/schema\/person\/012701c4c204d4e4ebd34f926cfd31a4","name":"admin@mailinvest.blog","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g","caption":"admin@mailinvest.blog"},"sameAs":["https:\/\/mailinvest.blog","admin@mailinvest.blog"],"url":"https:\/\/mailinvest.blog\/index.php\/author\/adminmailinvest-blog\/"}]}},"_links":{"self":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts\/15925","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/comments?post=15925"}],"version-history":[{"count":0,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts\/15925\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/media\/15926"}],"wp:attachment":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/media?parent=15925"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/categories?post=15925"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/tags?post=15925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}