{"id":458,"date":"2020-08-18T15:40:17","date_gmt":"2020-08-18T15:40:17","guid":{"rendered":"https:\/\/data-science.gotoauthority.com\/2020\/08\/18\/top-google-ai-machine-learning-tools-for-everyone\/"},"modified":"2020-08-18T15:40:17","modified_gmt":"2020-08-18T15:40:17","slug":"top-google-ai-machine-learning-tools-for-everyone","status":"publish","type":"post","link":"https:\/\/wealthrevelation.com\/data-science\/2020\/08\/18\/top-google-ai-machine-learning-tools-for-everyone\/","title":{"rendered":"Top Google AI, Machine Learning Tools for Everyone"},"content":{"rendered":"<div id=\"post-\">\n<p><b>By <a href=\"https:\/\/www.linkedin.com\/in\/claire-d-costa-a0379419b\/\" target=\"_blank\" rel=\"noopener noreferrer\">Claire D. Costa<\/a>, Content Writer and Strategist at Digitalogy, LLC<\/b>.<\/p>\n<p><img class=\"aligncenter size-large\" src=\"https:\/\/miro.medium.com\/max\/875\/1*eWaR0HeJSwGbIvygkFZUGg.png\" width=\"90%\"><\/p>\n<p><em>Google AI bringing the benefits of AI to everyone (<a class=\"cg jb kl km kn ko\" href=\"https:\/\/in.pinterest.com\/pin\/781585710312288592\/\" target=\"_blank\" rel=\"noopener nofollow noreferrer\">source<\/a>).<\/em><\/p>\n<blockquote>\n<p><em>\u201cWe want to use AI to augment the abilities of people, to enable us to accomplish more and to allow us to spend more time on our creative endeavors.\u201d <\/em>&#8212;\u00a0Jeff Dean,\u00a0Google Senior Fellow<\/p>\n<\/blockquote>\n<p data-selectable-paragraph=\"\">Calling Google just a search giant would be an understatement with how quickly it grew from a mere search engine to a driving force behind innovations in several key IT sectors. Over the past couple of years, Google has planted its roots into almost everything digital, be it consumer electronics such as smartphones, tablets, laptops, its underlying software such as Android and Chrome OS or the smart software backed by Google\u2019s AI.<\/p>\n<p data-selectable-paragraph=\"\">Google has been actively innovating in the smart software industry. Backed by its expertise in search and analytical data acquired over the years have helped Google create various tools like\u00a0<strong>TensorFlow<\/strong>,\u00a0<strong>ML Kit<\/strong>,\u00a0<strong>Cloud AI<\/strong>, and many more for enthusiasts and beginners alike who are trying to understand the capabilities of AI.<\/p>\n<blockquote>\n<p data-selectable-paragraph=\"\">Google AI is focused on bringing the benefits of AI to everyone.<\/p>\n<\/blockquote>\n<p data-selectable-paragraph=\"\">The following sections will shed more light on how Google has targeted its suite of tools to specific groups of users, such as Developers, Researchers and Organizations and how they can benefit from the AI tools by Google.<\/p>\n<p>\u00a0<\/p>\n<h3>For Developers<\/h3>\n<p>\u00a0<\/p>\n<p data-selectable-paragraph=\"\">With more developers diving into the world of AI seeing its potential, Google is catering to their dynamic needs by providing several powerful tools such as:<\/p>\n<p><strong>TensorFlow<\/strong><\/p>\n<blockquote>\n<p>The revolution is here! Welcome to TensorFlow 2.0.<\/p>\n<\/blockquote>\n<p data-selectable-paragraph=\"\"><a href=\"https:\/\/www.tensorflow.org\/js\/\" target=\"_blank\" rel=\"noopener noreferrer\">TensorFlow<\/a>\u00a0is Google\u2019s offering to the world as an end-to-end open-source deep-learning library utilizing\u00a0<a href=\"https:\/\/hackernoon.com\/the-simplest-explanation-of-machine-learning-youll-ever-read-bebc0700047c\" target=\"_blank\" rel=\"noopener noreferrer\">machine learning<\/a>\u00a0to improve the services provided by various of its products. Using TensorFlow\u2019s suite of tools and libraries, developers can build highly precise and well-defined Machine Learning models.<\/p>\n<p data-selectable-paragraph=\"\">Offering smooth model building and flexible deployment on a variety of devices, TensorFlow can make creating and deploying complex AI models a breeze. With strong community support, there are plenty of ideas to get you started, whether you\u2019re a novice or an experienced individual.<\/p>\n<p data-selectable-paragraph=\"\">Let\u2019s see some samples\u00a0<a href=\"https:\/\/github.com\/tensorflow\/tfjs-examples\" target=\"_blank\" rel=\"noopener noreferrer\">here<\/a>.<\/p>\n<p><strong>ML Kit<\/strong><\/p>\n<\/p>\n<p><em>ML Kit brings Google\u2019s machine learning expertise to mobile developers in a powerful and easy-to-use package (<a href=\"https:\/\/www.youtube.com\/watch?v=ejrn_JHksws\" target=\"_blank\" rel=\"noopener noreferrer\">source<\/a>).<\/em><\/p>\n<p><a href=\"https:\/\/firebase.google.com\/products\/ml-kit\" target=\"_blank\" rel=\"noopener noreferrer\">ML Kit<\/a>\u00a0is a<strong>\u00a0mobile-only SDK<\/strong>, currently available to Android &amp; iOS to leverage the benefits of Google\u2019s Machine Learning onto your mobile apps and prepare them to solve real-world problems.\u00a0<a href=\"https:\/\/developers.google.com\/ml-kit\">ML Kit<\/a>\u00a0can help you achieve success in tasks driven by the underlying Machine Learning techniques\u00a0such as:<\/p>\n<blockquote>\n<p data-selectable-paragraph=\"\"><em>Pass text to ML Kit -&gt; Get detected language in the text<\/em><\/p>\n<\/blockquote>\n<p data-selectable-paragraph=\"\">This supports over 100 languages, including Hindi, Arabic, Chinese and many more! Find the entire list of supported languages <a href=\"https:\/\/firebase.google.com\/docs\/ml-kit\/langid-support\" target=\"_blank\" rel=\"noopener noreferrer\">here<\/a>.<\/p>\n<blockquote>\n<p data-selectable-paragraph=\"\">Click a pic -&gt; Get the text in the pic<\/p>\n<\/blockquote>\n<p><img class=\"aligncenter size-large\" src=\"https:\/\/miro.medium.com\/max\/875\/1*xRDHU049oyh3w_-1mtzQNw.png\" width=\"90%\"><\/p>\n<p><em>ML Kit extracts any text that is present in that picture (<a href=\"https:\/\/medium.com\/@bapspatil\/ok-ml-kit-how-smart-are-you-83c9e58b7330\" target=\"_blank\" rel=\"noopener noreferrer\">source<\/a>).<\/em><\/p>\n<ul>\n<li><strong>Image Scanning and Labelling<\/strong><\/li>\n<\/ul>\n<blockquote>\n<p data-selectable-paragraph=\"\">Click a pic -&gt; Get a list of objects in the pic<\/p>\n<\/blockquote>\n<blockquote>\n<p data-selectable-paragraph=\"\">Click a pic -&gt; Get all faces in the pic<\/p>\n<\/blockquote>\n<blockquote>\n<p data-selectable-paragraph=\"\">Pass messages to ML Kit -&gt; Get 3 smart replies<\/p>\n<\/blockquote>\n<p><img loading=\"lazy\" class=\"aligncenter size-large\" src=\"https:\/\/miro.medium.com\/max\/419\/1*G-CXWeQ0e4_LBgIIg1qhhg.jpeg\" width=\"335\" height=\"240\"><\/p>\n<p><em>ML Kit provides you 3 smart replies.<\/em><\/p>\n<blockquote>\n<p>Click a pic -&gt; Get info from the scanned barcode\/QR code<\/p>\n<\/blockquote>\n<p><img loading=\"lazy\" class=\"aligncenter size-large\" src=\"https:\/\/miro.medium.com\/max\/240\/1*jvud9Pc_V-uQUd9B42cjQg.png\" width=\"192\" height=\"190\"><\/p>\n<p><em>ML Kit supports the scanning and extraction of information from barcode (<a href=\"https:\/\/medium.com\/@bapspatil\/ok-ml-kit-how-smart-are-you-83c9e58b7330\" target=\"_blank\" rel=\"noopener noreferrer\">source<\/a>).<\/em><\/p>\n<ul>\n<li data-selectable-paragraph=\"\"><strong>Custom Model Integration with TensorFlow Lite<\/strong><\/li>\n<\/ul>\n<p data-selectable-paragraph=\"\">With ready-to-use APIs for on-device or cloud implementation for a variety of use-cases, you can easily apply your ML model to your data and track the performance of your app with an option for custom integration with TensorFlow Lite.<\/p>\n<p><img class=\"aligncenter size-large\" src=\"https:\/\/miro.medium.com\/max\/850\/1*aZjPOx9ZGblcQIHp0czWQw.png\" width=\"90%\"><\/p>\n<p><em>This option lets you add TensorFlow Lite models to ML Kit and use them (<a href=\"https:\/\/medium.com\/@bapspatil\/ok-ml-kit-how-smart-are-you-83c9e58b7330\" target=\"_blank\" rel=\"noopener noreferrer\">source<\/a>).<\/em><\/p>\n<p>\u00a0<\/p>\n<h3>Google Open Source<\/h3>\n<p>\u00a0<\/p>\n<p><img class=\"aligncenter size-large\" src=\"https:\/\/miro.medium.com\/max\/875\/1*x46r-H33Nb7ngzX13bCxcg.jpeg\" width=\"90%\"><\/p>\n<p><em>Google Open Source bringing all the value of open source to Google and all the resources of Google to open source (<a href=\"https:\/\/opensource.google\/\" target=\"_blank\" rel=\"noopener noreferrer\">source<\/a>).<\/em><\/p>\n<p>As newer and better software get developed every day, there is a constant need to take it to the next level. Once developers start creating code that is open-source only then the community can actively participate and help improve and expand upon it. With freely available code, developers can modify and scale the code by accessing its repository, often\u00a0<strong>solving complex problems<\/strong>\u00a0in the process.<\/p>\n<p>Google has pledged to bring the developers together by encouraging them to make their code openly available to anyone interested in the idea behind it. Google has offered loads of free and\u00a0<a href=\"https:\/\/opensource.googleblog.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">open-source projects<\/a>\u00a0such as:<\/p>\n<ul>\n<li data-selectable-paragraph=\"\">\n<em>ClusterFuzz<\/em>, that has uncovered more than 11000 bugs within the last two years in several projects.<\/li>\n<li data-selectable-paragraph=\"\">\n<em>AutoFlip<\/em>, that intelligently reframes videos to fit modern devices.<\/li>\n<li data-selectable-paragraph=\"\">\n<em>Blockly<\/em>, that offers easy coding via drag-and-drop code blocks which can even be used to create business logic.<\/li>\n<\/ul>\n<p><strong>Fairness Indicators<\/strong><\/p>\n<p data-selectable-paragraph=\"\">Google, in its Open Source initiative, offers Fairness Indicators. It is a tool that provides metrics to quantify fairness in a machine learning system.\u00a0<strong>Powered by TensorFlow<\/strong>, the intent is to eliminate any bias from a machine learning system while improving its fairness and decreasing unfair biases from impacting systems and organizations. With the ability to scale-up as the need grows, Google designed this with all kinds of businesses in mind.<\/p>\n<p><img class=\"aligncenter size-large\" src=\"https:\/\/miro.medium.com\/max\/875\/1*UL5o6Kke3X3tun9LRkP5bw.png\" width=\"90%\"><\/p>\n<p><em>Using Fairness Indicators to visualize metrics for fairness evaluation (<a href=\"https:\/\/blog.tensorflow.org\/2019\/12\/fairness-indicators-fair-ML-systems.html\" target=\"_blank\" rel=\"noopener noreferrer\">source<\/a>).<\/em><\/p>\n<p><strong>CoLaboratory<\/strong><\/p>\n<p><img class=\"aligncenter size-large\" src=\"https:\/\/miro.medium.com\/max\/875\/1*aSmUboyCTXX78K0w5KWLrg.png\" width=\"90%\"><\/p>\n<p><em>Start Writing Python with Google Colaboratory (<a href=\"https:\/\/lambdachops.com\/start-writing-python-with-google-colab\" target=\"_blank\" rel=\"noopener noreferrer\">source<\/a>).<\/em><\/p>\n<p><a href=\"https:\/\/colab.research.google.com\/notebooks\/intro.ipynb\" target=\"_blank\" rel=\"noopener noreferrer\">Colaboratory or Colab<\/a>, in short, is an online code editor and compiler for Python. Think of it as Google Docs but for Python, backed by the storage capabilities provided by the likes of Google Drive. It is relatively easy to use and eliminates the hassle of sharing configurations across multiple users, simplifying the collaboration process. It also offers the ability to work remotely on your code with the option to create markdowns for detailed explanations with code snippets.<\/p>\n<\/p>\n<p><em>Get started with Google Colaboratory (<a href=\"https:\/\/www.youtube.com\/watch?v=inN8seMm7UI\" target=\"_blank\" rel=\"noopener noreferrer\">source<\/a>).<\/em><\/p>\n<p>\u00a0<\/p>\n<h3>For Researchers<\/h3>\n<p>\u00a0<\/p>\n<p data-selectable-paragraph=\"\">While diving into a new field of study, extensive research is an absolute must. With comprehensive and rich datasets generated by the existing models which are openly available to the users, Google has simplified the process to get your hands on them by offering the following tools:<\/p>\n<p><strong>Google Datasets<\/strong><\/p>\n<p data-selectable-paragraph=\"\">With every machine learning model, the fundamental problem is to train it with correct data. Google Datasets caters to that problem by offering datasets.<\/p>\n<p data-selectable-paragraph=\"\"><a href=\"https:\/\/cloud.google.com\/public-datasets\" target=\"_blank\" rel=\"noopener noreferrer\">Google Datasets<\/a>\u00a0is a collection of datasets curated by Google that is periodically refreshed by analyzing the broad range of interests of the researchers.<\/p>\n<p data-selectable-paragraph=\"\">Google offers quite a\u00a0<strong>broad range of dataset categories covering images, transcribed audios, videos, and text.\u00a0<\/strong>Targeted towards a wide variety of users with varying use-cases, each category features a detailed run-down of the dataset with download links for easy access.<\/p>\n<p data-selectable-paragraph=\"\">Once users download the datasets and train their model on the datasets, they can prepare their models for real-world scenarios. Search for more datasets can be done via the Google Dataset Search.<\/p>\n<p><strong>Google Dataset Search<\/strong><\/p>\n<p data-selectable-paragraph=\"\">With each model on the internet generating its dataset, Google has helped ease the process of sharing the datasets with other users on the internet by providing a search feature. Much like its search service that searches anything on the web,\u00a0<a href=\"https:\/\/datasetsearch.research.google.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Google\u2019s Dataset Search<\/a>\u00a0narrows down your search for the dataset you\u2019re looking for. From there on, you can know more about the dataset and get your hands on it.<\/p>\n<blockquote>\n<p data-selectable-paragraph=\"\">Data is King and Google Knows it<\/p>\n<\/blockquote>\n<p><strong>Crowdsource<\/strong><\/p>\n<p data-selectable-paragraph=\"\">Another initiative by Google increases the accuracy of its datasets by presenting users with fun challenges, asking them to recognize various categories of images such as drawings, letters, newspapers, illustrations, and many more.<\/p>\n<p data-selectable-paragraph=\"\">From these categories, contributors can identify and label the pictures from provided choices to improve Google\u2019s services. You will be awarded a fun badge and given milestones to achieve once you start contributing if you have that competitive spirit.<\/p>\n<\/p>\n<p><em>Improve your products by Google Crowdsource (<a href=\"https:\/\/www.youtube.com\/watch?v=oLTNtvIHJ7M\" target=\"_blank\" rel=\"noopener noreferrer\">source<\/a>).<\/em><\/p>\n<p><a href=\"https:\/\/crowdsource.google.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Google Crowdsource<\/a>\u00a0works not just on images but a variety of other sections like:<\/p>\n<ul>\n<li>Handwriting Recognition<\/li>\n<li>Facial Expressions<\/li>\n<li>Translations<\/li>\n<li>Translation Validation<\/li>\n<li>Image Captions<\/li>\n<li>Image Label Verification<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3>For Organizations<\/h3>\n<p>\u00a0<\/p>\n<p data-selectable-paragraph=\"\">By closely monitoring the market, Google can identify how its services can turn an enterprises\u2019 potential milestone into an achieved target. Google offers businesses with tools that can streamline their workflow and reach new heights by adopting the expertise of AI and ML. From precise datasets, custom models, high-performance cloud services and much more, Google has a lot to offer to enterprises of all scales.<\/p>\n<p data-selectable-paragraph=\"\">Several organizations have benefitted from Google\u2019s AI tools such as\u00a0<a href=\"https:\/\/cloud.google.com\/customers\/lyft\" target=\"_blank\" rel=\"noopener noreferrer\">Lyft<\/a>,\u00a0<a href=\"https:\/\/cloud.google.com\/customers\/max-kelsen\/\" target=\"_blank\" rel=\"noopener noreferrer\">Max Kelsen<\/a>,\u00a0<a href=\"https:\/\/www.ebay.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">eBay<\/a>, and\u00a0<a href=\"https:\/\/www.pionline.com\/article\/20180417\/ONLINE\/180419840\/two-sigma-adds-google-scientist-for-ai-expansion\" target=\"_blank\" rel=\"noopener noreferrer\">Two Sigma<\/a>, to name a few. Organizations can benefit off the following Google AI tools.<\/p>\n<p><strong>Cloud TPU<\/strong><\/p>\n<p><img class=\"aligncenter size-large\" src=\"https:\/\/miro.medium.com\/max\/875\/1*krUzKy-3Qef4DUR1dBP13g.png\" width=\"90%\"><\/p>\n<p><em>TPU V2 (Source:\u00a0<a href=\"https:\/\/blog.google\/products\/google-cloud\/google-cloud-offer-tpus-machine-learning\/\" target=\"_blank\" rel=\"noopener noreferrer\">Google Cloud Platform Blog<\/a>).<\/em><\/p>\n<p>With all the number crunching, Machine Learning requires a high-performance system. And just for that,\u00a0<a href=\"https:\/\/cloud.google.com\/tpu\/\" target=\"_blank\" rel=\"noopener noreferrer\">Google built its TPU<\/a>, short for\u00a0<strong>Tensor Processing Unit<\/strong>\u00a0that serves just that. By equipping businesses with the firepower they want, without any on-premises setup, Cloud TPU enables enterprises to offer their best services to customers by reducing hardware costs.<\/p>\n<p data-selectable-paragraph=\"\">Enterprises can settle on their preferred choice of cloud TPU, ranging from less demanding tasks to the most demanding ones and pick one from below offered options:<\/p>\n<ul>\n<li data-selectable-paragraph=\"\">Cloud TPU v2<\/li>\n<li data-selectable-paragraph=\"\">Cloud TPU v3<\/li>\n<li data-selectable-paragraph=\"\">Cloud TPU v2 Pod<\/li>\n<li data-selectable-paragraph=\"\">Cloud TPU v3 Pod<\/li>\n<\/ul>\n<p><strong>Cloud AI<\/strong><\/p>\n<p data-selectable-paragraph=\"\"><a href=\"https:\/\/cloud.google.com\/products\/ai\" target=\"_blank\" rel=\"noopener noreferrer\">Cloud AI<\/a>\u00a0enables you to implement machine learning capabilities into your business so that it is always ready to take on new challenges. Using Cloud AI, businesses can use the already available models provided by Google or go ahead and customize one to their liking.<\/p>\n<p>Cloud AI is broken down into three components. Cloud AI consists of \u2014<\/p>\n<ul>\n<li>\n<em>AI Hub<\/em>: Provides a collection of ready to use AI components with options to share and experiment on the models.<\/li>\n<li>\n<em>AI Building Blocks<\/em>: Allows the developers to add conversation, sight, language, structured data and Cloud AutoML capabilities to their application.<\/li>\n<li>\n<em>AI Platform<\/em>: AI Platform empowers data scientists, engineers and developers to quickly turn their ideas to deployment with several services such as AI Platform Notebooks, Deep Learning Containers, Data Labelling Services, Continuous Evaluation, AI Platform Training and more.<\/li>\n<\/ul>\n<p><strong>Cloud AutoML<\/strong><\/p>\n<p data-selectable-paragraph=\"\">Being used by popular brands such as\u00a0Disney,\u00a0Imagia,\u00a0Meredith\u00a0and more,\u00a0<a href=\"https:\/\/cloud.google.com\/automl\" target=\"_blank\" rel=\"noopener noreferrer\">Cloud AutoML<\/a> enables effortless training of custom\u00a0<a href=\"https:\/\/towardsdatascience.com\/googles-automl-will-change-how-businesses-use-machine-learning-c7d72257aba9\" target=\"_blank\" rel=\"noopener noreferrer\">machine learning<\/a>\u00a0models to generate high-quality training data. Being fully integrated with a host of other Google services paired with a seamless transfer process from one service to another, your business can achieve its full potential by maximizing your output.<\/p>\n<\/p>\n<p><em>Get started with AutoML (<a href=\"https:\/\/www.youtube.com\/watch?v=kgxfdTh9lz0\">source<\/a>).<\/em><\/p>\n<p>\u00a0<\/p>\n<h3>Conclusion<\/h3>\n<p>\u00a0<\/p>\n<p data-selectable-paragraph=\"\">AI has been around for a relatively short period, but the advancements and applications that we have discovered over time are staggering. Looking at the benefits of AI, enterprises can gain the upper edge by adopting Artificial Intelligence and Machine Learning early-on and experimenting with it.<\/p>\n<p data-selectable-paragraph=\"\">Google has been consistently innovating in the category, with several tools such as\u00a0<strong>ML Kit<\/strong>,\u00a0<strong>TensorFlow<\/strong>,\u00a0<strong>Fire Indicators\u00a0<\/strong>and many more for a variety of its users, including developers, researchers, and businesses. By encouraging the use of its Cloud AI tools, Google is trying to boost the presence of AI and ML in the real-world.<\/p>\n<p data-selectable-paragraph=\"\">The purpose is to empower users with precise means of evaluating, collaborating, improving and deploying their tailored machine learning models for increased productivity and improved services.<\/p>\n<p><a href=\"https:\/\/towardsdatascience.com\/top-google-ai-tools-for-everyone-60346ab7e08\" target=\"_blank\" rel=\"noopener noreferrer\">Original<\/a>. Reposted with permission.<\/p>\n<p>\u00a0<\/p>\n<p><strong>Bio:<\/strong> <a href=\"https:\/\/www.linkedin.com\/in\/claire-d-costa-a0379419b\/\" target=\"_blank\" rel=\"noopener noreferrer\">Claire D. Costa<\/a>\u00a0is a Content Crafter and Marketer at\u00a0Digitalogy,\u00a0a tech sourcing and custom matchmaking marketplace.<\/p>\n<p><b>Related:<\/b><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>https:\/\/www.kdnuggets.com\/2020\/08\/top-google-ai-machine-learning-tools.html<\/p>\n","protected":false},"author":0,"featured_media":459,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[2],"tags":[],"_links":{"self":[{"href":"https:\/\/wealthrevelation.com\/data-science\/wp-json\/wp\/v2\/posts\/458"}],"collection":[{"href":"https:\/\/wealthrevelation.com\/data-science\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wealthrevelation.com\/data-science\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/wealthrevelation.com\/data-science\/wp-json\/wp\/v2\/comments?post=458"}],"version-history":[{"count":0,"href":"https:\/\/wealthrevelation.com\/data-science\/wp-json\/wp\/v2\/posts\/458\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/wealthrevelation.com\/data-science\/wp-json\/wp\/v2\/media\/459"}],"wp:attachment":[{"href":"https:\/\/wealthrevelation.com\/data-science\/wp-json\/wp\/v2\/media?parent=458"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wealthrevelation.com\/data-science\/wp-json\/wp\/v2\/categories?post=458"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wealthrevelation.com\/data-science\/wp-json\/wp\/v2\/tags?post=458"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}