{"id":2308,"date":"2020-03-09T03:16:19","date_gmt":"2020-03-09T03:16:19","guid":{"rendered":"http:\/\/kusuaks7\/?p=1913"},"modified":"2024-01-01T16:43:12","modified_gmt":"2024-01-01T16:43:12","slug":"tpu-units-integrate-machine-learning-into-modern-web-hosting","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/ai-ml\/tpu-units-integrate-machine-learning-into-modern-web-hosting\/","title":{"rendered":"TPU Units Integrate Machine Learning into Modern Web Hosting"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2308\" class=\"elementor elementor-2308\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-75942de elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75942de\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-22d78a45\" data-id=\"22d78a45\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-448c3e3a elementor-widget elementor-widget-text-editor\" data-id=\"448c3e3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tMachine learning is changing the dynamic of the web hosting industry in countless ways. Although machine learning technology has been utilized in some capacity for around a decade, the web hosting industry has only recently begun to explore the potential of this cutting-edge technology. Tensor Processing Units (TPU) are the lynchpin of machine learning technology and will help companies better leverage the benefits of artificial intelligence.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab7b7c0 elementor-widget elementor-widget-heading\" data-id=\"ab7b7c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>TPUs Are Revolutionizing Machine Learning in the Web Hosting Industry<\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ba1330 elementor-widget elementor-widget-text-editor\" data-id=\"4ba1330\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tAs Host Advice reported at the time, the biggest breakthrough in machine learning in the web hosting industry was <a href=\"https:\/\/hostadvice.com\/blog\/google-launches-new-cloud-tpu-hosting-for-ai-machine-learning\/\" class=\"broken_link\" rel=\"noopener\">announced in 2017<\/a>. Google launched a new cloud hosting solution that relies on tensor processing units (TPUs).\u00a0 Machine learning was used by web hosting providers prior to this announcement. However, the new technology has streamlined the utilization of AI in important ways.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02360bc elementor-widget elementor-widget-text-editor\" data-id=\"02360bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u201cThis year, Sundar Pichai (CEO), Jeff Dean (Research), and Urs H\u00f6lzle (Google Cloud) all made simultaneously timed announcements that effectively launched an entirely new form of cloud hosting based around machine learning and <a href=\"https:\/\/www.experfy.com\/blog\/bigdata-cloud\/artificial-intelligence-machine-learning-and-the-internet-of-things\/\">artificial intelligence<\/a>. Google has developed a new type of computer server with advanced Tensor Processing Units or TPUs which function to optimize machine learning processes for AI,\u201d writes Host Advice author Eliran Ouzan.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b6916e elementor-widget elementor-widget-text-editor\" data-id=\"3b6916e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tYou can read the other article on <a href=\"https:\/\/hostadvice.com\/blog\/beginners-guide-web-hosting\/\" class=\"broken_link\" rel=\"noopener\">what is web hosting<\/a> to understand why this is such a major development.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95f2fd5 elementor-widget elementor-widget-text-editor\" data-id=\"95f2fd5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIn a sense, TPUs are analogous to graphics processing units (GPUs) in computer graphic engines, except that they are used for machine learning processes instead of digital images. They play an important role in optimizing machine learning algorithms.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ef9204 elementor-widget elementor-widget-text-editor\" data-id=\"8ef9204\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe potential benefits that they provide are virtually endless, including:\n<ul>\n \t<li>Getting a better understanding of the priorities of users engaging with web applications. This can help developers improve user engagement with automation.<\/li>\n \t<li>Helping content developers maximize monetization through advertising.<\/li>\n \t<li>Responding to a growing array of cybersecurity risks.<\/li>\n<\/ul>\nBoth web hosting providers and the clients need to use machine learning to address the aforementioned challenges. TPUs are making it easier for them to respond by expediting the evolution of their machine learning algorithms.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f8bbb0 elementor-widget elementor-widget-text-editor\" data-id=\"9f8bbb0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThis project was developed to incorporate machine learning into cloud hosting platforms. However, hosting companies have found ways to use the same TPUs for other projects as well.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-368ca64 elementor-widget elementor-widget-text-editor\" data-id=\"368ca64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tFarhad Malik <a href=\"https:\/\/medium.com\/fintechexplained\/flask-host-your-python-machine-learning-model-on-web-b598151886d\" class=\"broken_link\" rel=\"noopener\">wrote an article<\/a> about hosting machine learning tools online. He discussed using Flask to create Python-based web applications. Malik said that one of the benefits of this platform was that developers could create machine learning applications with Python. These applications could easily be hosted online as unique web applications.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21c6711 elementor-widget elementor-widget-text-editor\" data-id=\"21c6711\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\nHe shared a helpful step-by-step process for setting up these machine learning applications and uploading them to an online server. Developers can build on his framework by adding TPUs to improve the processing capabilities of the machine learning algorithms behind the application.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b328234 elementor-widget elementor-widget-text-editor\" data-id=\"b328234\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tHow can developers go about using tensor processing units for the applications they intend to host online? There are several approaches that they can follow. One of the simplest is to invest in the Coral Edge kit.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c64c18a elementor-widget elementor-widget-text-editor\" data-id=\"c64c18a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tCoral Edge is a development platform that Google <a href=\"https:\/\/www.zdnet.com\/article\/googles-raspberry-pi-like-coral-ai-developer-board-with-tpu-is-ready-for-business\/\" rel=\"noopener\">released early last year<\/a>. The platform is very similar to Raspberry Pi. It is a low-cost option to create machine learning TPUs, which can be embedded in various web applications. Of course, there are other tools that allow developers to create machine learning solutions. However, the Coral Edge is arguably the most cost effective, especially for new developers that are just starting to explore the nuances of machine learning.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0480a6e elementor-widget elementor-widget-heading\" data-id=\"0480a6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>TPUs Are Creating a New Era in the Web Hosting Industry<\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-974064a elementor-widget elementor-widget-text-editor\" data-id=\"974064a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe web hosting industry is undergoing numerous changes, due to advances in machine learning. A growing number of companies are relying on TPUs to optimize the machine learning processes that their online applications depend on. Hosting providers are making sure that these new services are available to their customers, so they can fully take advantage of the capabilities of machine learning.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The web hosting industry is undergoing numerous changes, due to advances in machine learning. A growing number of companies are relying on TPUs to optimize the machine learning processes that their online applications depend on. Hosting providers are making sure that these new services are available to their customers, so they can fully take advantage of the capabilities of machine learning. How can developers go about using tensor processing units for the applications they intend to host online? There are several approaches that they can follow.<\/p>\n","protected":false},"author":191,"featured_media":3927,"comment_status":"open","ping_status":"open","sticky":false,"template":"single-post-2.php","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[183],"tags":[92,928],"ppma_author":[1752],"class_list":["post-2308","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml","tag-machine-learning","tag-web-hosting-industry"],"authors":[{"term_id":1752,"user_id":191,"is_guest":0,"slug":"rehan-ijaz","display_name":"Rehan Ijaz","avatar_url":"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2020\/04\/medium_05bf6c2c-f352-4e40-9782-0e34d114dd8a-150x150.jpg","user_url":"","last_name":"Ijaz","first_name":"Rehan","job_title":"","description":"Rehan Ijaz is an entrepreneur, content strategist and editor overseeing contributed content at\u00a0<a href=\"http:\/\/bigdatashowcase.com\/\" target=\"_blank\" rel=\"noopener\">bigdatashowcase.com<\/a>. He is passionate about writing stuff for startups. His areas of interest include digital business strategy and strategic decision making."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/2308","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/191"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=2308"}],"version-history":[{"count":5,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/2308\/revisions"}],"predecessor-version":[{"id":35282,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/2308\/revisions\/35282"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/3927"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=2308"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=2308"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=2308"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=2308"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}