{"id":23095,"date":"2021-04-20T05:01:12","date_gmt":"2021-04-20T05:01:12","guid":{"rendered":"https:\/\/codeandpepper.com\/?p=23095"},"modified":"2023-12-21T10:00:04","modified_gmt":"2023-12-21T10:00:04","slug":"machine-learning-in-finance-banking-fintech","status":"publish","type":"post","link":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/","title":{"rendered":"Machine Learning in Finance, Banking and FinTech"},"content":{"rendered":"\n<p>Consumers of digital services expect quality service, security, and convenience. <strong>Machine learning (ML) in finance<\/strong> is the best example of how these needs can be fulfilled. Without compromising business models, and the need to generate revenue. With customer-centricity in mind. The best way to serve people what they need is to know them a little better. How is this goal achieved and <strong>what\u2019s the state of machine learning adoption in the industry<\/strong>?<\/p>\n\n\n\n<!--more-->\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg\" alt=\"Machine learning in finance\" class=\"wp-image-23159\" width=\"864\" height=\"450\" srcset=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg 864w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking-300x156.jpg 300w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking-768x400.jpg 768w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking-361x188.jpg 361w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking-192x100.jpg 192w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking-720x375.jpg 720w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking-432x225.jpg 432w\" sizes=\"auto, (max-width: 864px) 100vw, 864px\" \/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-can-machine-learning-be-used-in-finance\">How can machine learning be used in finance?<\/h2>\n\n\n\n<p>To answer these questions, let\u2019s take five and think about how exactly can ML be utilized. There are many uses of this technology. The most important factor is, however, the definition of machine learning that is adopted internally by us. As a software provider, we understand that there\u2019s more to an application than mere code.<\/p>\n\n\n\n<p>Machine learning in finance means algorithms on one side, and the right approach to software architecture on the other. <strong>The best way to utilize any advanced technology is to embed it in the business context and real-life, everyday use<\/strong>. Only then you can harness information, which is the primary fruit of using ML in the application.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-best-uses-and-outcomes-of-machine-learning-in-finance-projects\">5 best uses and outcomes of machine learning in finance projects&nbsp;<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li><b>Improved home budget management<\/b>. Machine learning can and often is used to <a href=\"https:\/\/codeandpepper.com\/storytelling-with-data-5-steps-to-create-an-in-app-data-visualization\">visualise data<\/a> and flatten the playfield for everybody. Thanks to a <a href=\"https:\/\/codeandpepper.com\/what-is-a-design-system-in-ux-and-why-it-is-important-to-have-one\">design system<\/a> and a clear display of complex data, people can understand their incomes, expenses and spending patterns. That leads to better money management.&nbsp;<\/li><li><b>Enhanced customer support<\/b>. FinTech companies frequently use AI-based assistance to help users. They can answer their questions, point to an article in the knowledge base, quickly and efficiently process claims. Between changing habits and the necessity to have one\u2019s life in a pocket and pandemic social distancing, virtual assistants are invaluable.&nbsp;<\/li><li><b>Improved loan processing and risk management<\/b>. The more the application knows about the user&#8217;s habits, the more options it can provide for the customer. Machine learning eliminates human-based biases, therefore offering truly balanced loan products. Sure, artificial intelligence-based biases can also occur but companies are working hard to eliminate those. The other positive \u2013 deep knowledge about customers minimizes risks for loan providers. Cutting the provisions for all and making the product even more competitive, are welcomed side-effects.<\/li><li><b>Increased personalization. <\/b>There\u2019s no FinTech without personal care. People left high street banks not only because of the 2008 financial and public relations crisis. They left because the whole new market was invented in its wake. Machine learning in FinTech provides insight into people\u2019s lives, giving them personalized offers, and experiences. FinTech products are attractive because they can be tailored.<\/li><li><b>Security and fraud detection management. <\/b>The FinTech industry is highly regulated. It\u2019s about money and its flows. There\u2019s no room for error. Bad actors, people who want to criminally abuse the system, are on the constant lookout for security openings. They want to launder money and do other illegal activities. Machine learning in finance and accounting helps to prevent that.<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-state-of-machine-learning-adoption-in-banking-and-finance\">The state of machine learning adoption in banking and finance<\/h2>\n\n\n\n<p>The process of learning is based on a huge amount of already occurred financial transactions. Algorithms must be fed data to analyze them and build credible patterns based on legitimate, real-life behaviors. The accuracy and usefulness of these patterns depend on the quality of the data. Looking at the market today, many companies have done their homework.<\/p>\n\n\n\n<p>According to <a href=\"https:\/\/www2.deloitte.com\/content\/dam\/Deloitte\/ce\/Documents\/financial-services\/ce-digital-banking-maturity-2020.pdf\" rel=\"nofollow\">Deloitte\u2019s 2020 report on digital maturity in banking services<\/a>, the <strong>global market for artificial intelligence (AI) in FinTech will reach over $156 billion in 2025<\/strong>. With an annual growth rate of almost 24%, it\u2019s clear what direction is important for sustainable growth development.&nbsp;<\/p>\n\n\n\n<p>The report also predicts that the FinTech market will reach $309 billion by 2022. That\u2019s a <strong>25% growth rate a year<\/strong>.&nbsp;&nbsp;<\/p>\n\n\n\n<p>54% of financial organizations that have over 5000 employees, adopted AI and ML solutions.<\/p>\n\n\n\n<p><strong>70% of all financial services companies utilize machine learning to detect and fight money laundering and other criminal activity<\/strong>. These solutions are also used to predict cash flow events and fine-tune credit scores.<\/p>\n\n\n\n<p>That\u2019s not the case for FinTech alone. <a href=\"https:\/\/get.oreilly.com\/rs\/107-FMS-070\/images\/AI-Adoption-in-the-Enterprise-2020.pdf?mkt_tok=MTA3LUZNUy0wNzAAAAF71Ifa61gdnk8u-OQFkv2J2dTzBOIPzIV5SfasktjIjzjgrVpAtF2-1Qpn7aUCcd2siekWHLkFXFJhAf0buStUuVECgZV-z4OlMgSn086ajW7k5S4t\" rel=\"nofollow\">O\u2019Reilly\u2019s survey<\/a> shows that although software, finance, and banking industries are responsible for the highest machine learning adoption, healthcare, government, and even higher education, are to follow. The adoption of machine learning in finance projects is the most demanding, though.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-key-challenges-in-machine-learning-adoption\">Key challenges in machine learning adoption<\/h3>\n\n\n\n<p>The biggest ones are:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Shortage of in-house domain knowledge<\/li><li>Low quality of gathered data<\/li><li>Poor condition and structure of the software, obstructing data mining<\/li><li>Low accuracy of algorithms and models<\/li><li>Budget limitations<\/li><\/ul>\n\n\n\n<p>Regulation is also very strict. For example, the UK\u2019s <a href=\"https:\/\/en.wikipedia.org\/wiki\/Fraud_Act_2006\" rel=\"nofollow\">Fraud Act of 2006<\/a>, and <a href=\"https:\/\/www.law.cornell.edu\/uscode\/text\/18\/1030\" rel=\"nofollow\">18 U.S. Code, Insurance Frauds Prevention Act<\/a> in the US clearly state the responsibility. It lays in the hands of financial services providers. They are legally responsible for fraud damages, and that increases the cost of doing business. That\u2019s why cost optimization is very important.<\/p>\n\n\n\n<p>It generates future-proof solutions. <a href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2019-07-15-gartner-survey-reveals-leading-organizations-expect-t\" rel=\"nofollow\">According to Gartner<\/a>, 40% of organizations point towards AI and machine learning as the biggest drivers to improve customer experience. Task automation is in second place, with 20%. Why? It\u2019s about how machine learning can be used in finance.&nbsp;<\/p>\n\n\n\n<p><a href=\"https:\/\/codeandpepper.com\/user-experience-friction-real-life-examples\/\">User friction<\/a> in FinTech, which is basically a set of pain points while using an app, has to be addressed. Using ML only to prove a point and be happy for utilizing modern solutions, doesn\u2019t make sense. Companies have to make use of machine learning, to improve in-app quality of life. For the users and prospects, that look at app screens in smartphone-embedded shops. They instantly know if the layout is good for them or not. They install the app for functionalities but use a brief second to judge the overall usefulness. Creating advanced FinTech products isn\u2019t easy.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-overtake-machine-learning-learn-first\">Overtake machine learning \u2013 learn first!<\/h2>\n\n\n\n<p>In fact, <a href=\"http:\/\/codeandpepper.com\" target=\"_blank\" rel=\"noreferrer noopener\">FinTech product development<\/a> is time-consuming and demands engagement from both \u2013 client and service provider. The outcome prevails over costs. If you choose the right partner, you get a product that is optimized, customer-centric, and legally compliant. Machine learning can do a lot for you, but you can be first when it comes to real wisdom. Choose wisely. After all, it\u2019s your time, money and clients.<\/p>\n\n\n\n\n\n<section id=\"contact\" class=\"contact-block block common-block \">\n  <div class=\"container\">\n\n\n    \n  <svg class=\"wave\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"280\" height=\"9\" viewBox=\"0 0 280 9\">\n    <path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M0 3.6c2.88 0 4.18-.668 5.824-1.515C7.724 1.108 9.879 0 13.998 0c4.12 0 6.274 1.108 8.175 2.085 1.644.847 2.943 1.515 5.823 1.515 2.88 0 4.179-.668 5.824-1.515C35.72 1.108 37.874 0 41.995 0c4.12 0 6.274 1.108 8.174 2.085 1.645.847 2.945 1.515 5.824 1.515 2.88 0 4.18-.668 5.826-1.515C63.719 1.108 65.873 0 69.993 0c4.12 0 6.274 1.108 8.174 2.085 1.645.847 2.945 1.515 5.823 1.515 2.88 0 4.18-.668 5.825-1.515C91.715 1.108 93.87 0 97.99 0c4.12 0 6.273 1.108 8.174 2.085 1.645.847 2.945 1.515 5.823 1.515 2.88 0 4.178-.668 5.824-1.515 1.9-.977 4.054-2.085 8.173-2.085 4.12 0 6.273 1.108 8.174 2.085 1.646.847 2.945 1.515 5.825 1.515 2.88 0 4.18-.668 5.826-1.515 1.9-.977 4.055-2.085 8.175-2.085 4.12 0 6.273 1.108 8.174 2.085 1.646.847 2.945 1.515 5.825 1.515 2.88 0 4.179-.668 5.824-1.515 1.9-.977 4.054-2.085 8.175-2.085 4.12 0 6.274 1.108 8.175 2.085 1.646.847 2.946 1.515 5.826 1.515 2.88 0 4.18-.668 5.826-1.515 1.9-.977 4.054-2.085 8.175-2.085 4.12 0 6.273 1.108 8.174 2.085 1.646.847 2.945 1.515 5.825 1.515 2.881 0 4.18-.668 5.827-1.515 1.9-.977 4.056-2.085 8.176-2.085 4.121 0 6.276 1.108 8.177 2.085 1.646.847 2.946 1.515 5.827 1.515s4.181-.668 5.828-1.515C259.718 1.108 261.873 0 265.995 0c4.121 0 6.275 1.108 8.177 2.084 1.645.848 2.946 1.516 5.828 1.516V9h-.007l-5.252-.793c-1.129-.382-2.056-.848-2.919-1.291-1.646-.847-2.946-1.516-5.827-1.516-2.882 0-4.183.669-5.829 1.516-1.9.977-4.056 2.084-8.177 2.084-4.12 0-6.275-1.107-8.176-2.084-1.647-.847-2.947-1.516-5.828-1.516-2.88 0-4.18.669-5.827 1.516-1.9.977-4.055 2.084-8.176 2.084-4.12 0-6.273-1.107-8.175-2.084-1.645-.847-2.944-1.516-5.824-1.516s-4.18.669-5.826 1.516c-1.9.977-4.055 2.084-8.175 2.084-4.12 0-6.275-1.107-8.176-2.084-1.644-.847-2.945-1.516-5.825-1.516-2.88 0-4.18.669-5.825 1.516-1.9.977-4.054 2.084-8.174 2.084-4.12 0-6.274-1.107-8.176-2.084-1.644-.847-2.943-1.516-5.823-1.516-2.88 0-4.18.669-5.826 1.516-1.9.977-4.054 2.084-8.175 2.084-4.12 0-6.274-1.107-8.174-2.084-1.646-.847-2.946-1.516-5.825-1.516s-4.179.669-5.824 1.516c-1.9.977-4.053 2.084-8.173 2.084s-6.273-1.107-8.173-2.084c-1.645-.847-2.945-1.516-5.824-1.516-2.88 0-4.179.669-5.824 1.516C90.265 7.893 88.11 9 83.99 9c-4.12 0-6.273-1.107-8.173-2.084-1.645-.847-2.944-1.516-5.824-1.516s-4.18.669-5.825 1.516C62.268 7.893 60.113 9 55.993 9c-4.12 0-6.274-1.107-8.174-2.084-1.645-.847-2.945-1.516-5.824-1.516-2.88 0-4.18.669-5.825 1.516C34.27 7.893 32.116 9 27.996 9c-4.12 0-6.273-1.107-8.174-2.084-1.645-.847-2.945-1.516-5.824-1.516s-4.179.669-5.824 1.516C7.311 7.359 1.127 8.618 0 9\"\/>\n<\/svg>\n\n<h2 class=\"block-title section-title\">\n  Let&#8217;s talk about your project<\/h2>\n\n\n  <div class=\"block-description typography-body\">\n    <p>Machine learning is not an easy thing to implement. I can help you with that.<\/p>\n  <\/div>\n\n    \n          <div class=\"contact-block-person\">\n        <img loading=\"lazy\" decoding=\"async\" width=\"90\" height=\"90\" src=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web.jpg\" class=\"contact-block-person-image\" alt=\"Jacek Kosciesza portrait\" srcset=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web.jpg 1200w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-300x300.jpg 300w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-1024x1024.jpg 1024w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-150x150.jpg 150w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-768x768.jpg 768w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-209x209.jpg 209w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-140x140.jpg 140w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-250x250.jpg 250w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-100x100.jpg 100w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-700x700.jpg 700w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-864x864.jpg 864w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/09\/jacek-kosciesza-web-432x432.jpg 432w\" sizes=\"auto, (max-width: 90px) 100vw, 90px\" \/>        <div class=\"contact-block-person-text\">\n          <div class=\"typography-title-m\">\n            Jacek          <\/div>\n          <div class=\"typography-body-medium\">\n            CTO          <\/div>\n        <\/div>\n      <\/div>\n    \n\n    <form class=\"contact-form\" method=\"POST\" action=\"https:\/\/codeandpepper.com\/wp-admin\/admin-ajax.php\">\n            <amp-recaptcha-input layout=\"nodisplay\" name=\"recaptcha_token\" data-sitekey=\"6LeEo8cqAAAAABpahzrYQeEsO-xoutAjoIkrKpTB\" data-action=\"contact_block\"><\/amp-recaptcha-input>\n            <input type=\"hidden\" name=\"action\" value=\"contact_block_submit\" \/>\n      <input type=\"hidden\" name=\"block\" value=\"smallContactForm\" \/>\n      <input id=\"contact-email\" type=\"email\" name=\"email\" placeholder=\"Email\" class=\"gtm_form_input\" required>\n      <label for=\"contact-email\" class=\"contact-block-hidden-label\">Email<\/label>\n      <input id=\"contact-name\" type=\"text\" name=\"name\" placeholder=\"Full name\" class=\"gtm_form_input\" required>\n      <label for=\"contact-name\" class=\"contact-block-hidden-label\">\n        Full name      <\/label>\n\n      <input type=\"submit\" name=\"submit\" value=\"GET A QUOTE\" class=\"gtm_form_submit btn-big\">\n\n      <div submitting>\n      <\/div>\n      <div id=\"TYPSmallForm\" class=\"submit-msg submit-success\" submit-success>\n        <template type=\"amp-mustache\">\n          <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"26\" height=\"26\" viewBox=\"0 0 26 26\">\n    <g fill=\"none\" fill-rule=\"evenodd\">\n        <g stroke=\"#FFF\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" transform=\"translate(1 1)\">\n            <path d=\"M17 8.5l-7.5 7L7 13\"\/>\n            <circle cx=\"12\" cy=\"12\" r=\"11.5\"\/>\n        <\/g>\n        <path d=\"M1 1h24v24H1z\"\/>\n    <\/g>\n<\/svg>\n          Your message has been sent. We will get back to you as soon as possible.\n        <\/template>\n      <\/div>\n      <div id=\"ErrorSmallForm\" class=\"submit-msg submit-error\" submit-error>\n        <template type=\"amp-mustache\">\n          <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"25\" height=\"25\" viewBox=\"0 0 25 25\">\n    <g fill=\"none\" fill-rule=\"evenodd\">\n        <g stroke=\"currentColor\" stroke-linejoin=\"round\">\n            <path stroke-linecap=\"round\" stroke-width=\"2\" d=\"M23.498 12.31c.105 6.075-4.923 11.086-10.998 11.192-6.074.104-10.893-4.734-10.998-10.81C1.396 6.619 6.426 1.606 12.5 1.502c6.074-.106 10.893 4.734 10.998 10.808zM12.5 14V7\"\/>\n            <path fill=\"currentColor\" stroke-width=\"1.5\" d=\"M13 17.5a.5.5 0 0 1-1 0 .5.5 0 0 1 1 0z\"\/>\n        <\/g>\n        <path d=\"M1 0h24v24H1z\"\/>\n    <\/g>\n<\/svg>\n          Oops! Something went wrong. Please try again later.\n        <\/template>\n      <\/div>\n    <\/form>\n\n\n  <\/div>\n<\/section>\n<style type=\"text\/css\">\n  #contact {\n    background: #009fe3;\n    color: #FFFFFF;\n  }\n\n  #contactsvg {\n    color: #ffffff;\n  }\n<\/style>\n\n<section id=\"related-posts-block_6290aa87ec131\" class=\"related-posts-block block common-block \">\n  <div class=\"container\">\n\n\n    \n  <svg class=\"wave\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"280\" height=\"9\" viewBox=\"0 0 280 9\">\n    <path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M0 3.6c2.88 0 4.18-.668 5.824-1.515C7.724 1.108 9.879 0 13.998 0c4.12 0 6.274 1.108 8.175 2.085 1.644.847 2.943 1.515 5.823 1.515 2.88 0 4.179-.668 5.824-1.515C35.72 1.108 37.874 0 41.995 0c4.12 0 6.274 1.108 8.174 2.085 1.645.847 2.945 1.515 5.824 1.515 2.88 0 4.18-.668 5.826-1.515C63.719 1.108 65.873 0 69.993 0c4.12 0 6.274 1.108 8.174 2.085 1.645.847 2.945 1.515 5.823 1.515 2.88 0 4.18-.668 5.825-1.515C91.715 1.108 93.87 0 97.99 0c4.12 0 6.273 1.108 8.174 2.085 1.645.847 2.945 1.515 5.823 1.515 2.88 0 4.178-.668 5.824-1.515 1.9-.977 4.054-2.085 8.173-2.085 4.12 0 6.273 1.108 8.174 2.085 1.646.847 2.945 1.515 5.825 1.515 2.88 0 4.18-.668 5.826-1.515 1.9-.977 4.055-2.085 8.175-2.085 4.12 0 6.273 1.108 8.174 2.085 1.646.847 2.945 1.515 5.825 1.515 2.88 0 4.179-.668 5.824-1.515 1.9-.977 4.054-2.085 8.175-2.085 4.12 0 6.274 1.108 8.175 2.085 1.646.847 2.946 1.515 5.826 1.515 2.88 0 4.18-.668 5.826-1.515 1.9-.977 4.054-2.085 8.175-2.085 4.12 0 6.273 1.108 8.174 2.085 1.646.847 2.945 1.515 5.825 1.515 2.881 0 4.18-.668 5.827-1.515 1.9-.977 4.056-2.085 8.176-2.085 4.121 0 6.276 1.108 8.177 2.085 1.646.847 2.946 1.515 5.827 1.515s4.181-.668 5.828-1.515C259.718 1.108 261.873 0 265.995 0c4.121 0 6.275 1.108 8.177 2.084 1.645.848 2.946 1.516 5.828 1.516V9h-.007l-5.252-.793c-1.129-.382-2.056-.848-2.919-1.291-1.646-.847-2.946-1.516-5.827-1.516-2.882 0-4.183.669-5.829 1.516-1.9.977-4.056 2.084-8.177 2.084-4.12 0-6.275-1.107-8.176-2.084-1.647-.847-2.947-1.516-5.828-1.516-2.88 0-4.18.669-5.827 1.516-1.9.977-4.055 2.084-8.176 2.084-4.12 0-6.273-1.107-8.175-2.084-1.645-.847-2.944-1.516-5.824-1.516s-4.18.669-5.826 1.516c-1.9.977-4.055 2.084-8.175 2.084-4.12 0-6.275-1.107-8.176-2.084-1.644-.847-2.945-1.516-5.825-1.516-2.88 0-4.18.669-5.825 1.516-1.9.977-4.054 2.084-8.174 2.084-4.12 0-6.274-1.107-8.176-2.084-1.644-.847-2.943-1.516-5.823-1.516-2.88 0-4.18.669-5.826 1.516-1.9.977-4.054 2.084-8.175 2.084-4.12 0-6.274-1.107-8.174-2.084-1.646-.847-2.946-1.516-5.825-1.516s-4.179.669-5.824 1.516c-1.9.977-4.053 2.084-8.173 2.084s-6.273-1.107-8.173-2.084c-1.645-.847-2.945-1.516-5.824-1.516-2.88 0-4.179.669-5.824 1.516C90.265 7.893 88.11 9 83.99 9c-4.12 0-6.273-1.107-8.173-2.084-1.645-.847-2.944-1.516-5.824-1.516s-4.18.669-5.825 1.516C62.268 7.893 60.113 9 55.993 9c-4.12 0-6.274-1.107-8.174-2.084-1.645-.847-2.945-1.516-5.824-1.516-2.88 0-4.18.669-5.825 1.516C34.27 7.893 32.116 9 27.996 9c-4.12 0-6.273-1.107-8.174-2.084-1.645-.847-2.945-1.516-5.824-1.516s-4.179.669-5.824 1.516C7.311 7.359 1.127 8.618 0 9\"\/>\n<\/svg>\n\n<h2 class=\"block-title section-title\">\n  Related posts<\/h2>\n\n\n\n    <div>\n      <div class=\"related-posts\">\n                  <div class=\"related-post\">\n            <h3 class=\"related-post-title typography-title-m\">\n              <a href=\"https:\/\/codeandpepper.com\/price-optimisation-machine-learning\/\" title=\"How Machine Learning Changes Pricing?\">\n                How Machine Learning Changes Pricing?              <\/a>\n            <\/h3>\n                          <a class=\"related-post-thumbnail\" aria-label=\"How Machine Learning Changes Pricing?\" href=\"https:\/\/codeandpepper.com\/price-optimisation-machine-learning\/\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"360\" height=\"189\" src=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-learning.jpg\" class=\"attachment-blog-thumbnail size-blog-thumbnail wp-post-image\" alt=\"Machine learning pricing algorithms\" srcset=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-learning.jpg 864w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-learning-768x400.jpg 768w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-learning-192x100.jpg 192w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-learning-720x375.jpg 720w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-learning-432x225.jpg 432w\" sizes=\"auto, (max-width: 360px) 100vw, 360px\" \/>              <\/a>\n                        <p class=\"related-post-description typography-body-smaller\">\n              Machine learning is a tool for development of better products and services. The best part is that you can learn how much to charge for them!            <\/p>\n            <a class=\"plus-link\" href=\"https:\/\/codeandpepper.com\/price-optimisation-machine-learning\/\">\n              <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"17\" height=\"17\" viewBox=\"0 0 17 17\">\n    <path d=\"M7 0h3v17H7z\"\/>\n    <path d=\"M17 7v3H0V7z\"\/>\n<\/svg>\n              <span>Full Article<\/span>\n            <\/a>\n          <\/div>\n                  <div class=\"related-post\">\n            <h3 class=\"related-post-title typography-title-m\">\n              <a href=\"https:\/\/codeandpepper.com\/ai-for-insurance-companies\/\" title=\"How Insurance Companies Make Use of AI?\">\n                How Insurance Companies Make Use of AI?              <\/a>\n            <\/h3>\n                          <a class=\"related-post-thumbnail\" aria-label=\"How Insurance Companies Make Use of AI?\" href=\"https:\/\/codeandpepper.com\/ai-for-insurance-companies\/\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"360\" height=\"189\" src=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/How-Leading-Insurance-Companies-Make-Use-of-AI.jpg\" class=\"attachment-blog-thumbnail size-blog-thumbnail wp-post-image\" alt=\"how ai can save insurance companies time\" srcset=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/How-Leading-Insurance-Companies-Make-Use-of-AI.jpg 864w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/How-Leading-Insurance-Companies-Make-Use-of-AI-768x400.jpg 768w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/How-Leading-Insurance-Companies-Make-Use-of-AI-192x100.jpg 192w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/How-Leading-Insurance-Companies-Make-Use-of-AI-720x375.jpg 720w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/How-Leading-Insurance-Companies-Make-Use-of-AI-432x225.jpg 432w\" sizes=\"auto, (max-width: 360px) 100vw, 360px\" \/>              <\/a>\n                        <p class=\"related-post-description typography-body-smaller\">\n              Data is an ultimate tool for user acrquisition but it needs interpreters. There are solutions out there. What can you expect from them?            <\/p>\n            <a class=\"plus-link\" href=\"https:\/\/codeandpepper.com\/ai-for-insurance-companies\/\">\n              <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"17\" height=\"17\" viewBox=\"0 0 17 17\">\n    <path d=\"M7 0h3v17H7z\"\/>\n    <path d=\"M17 7v3H0V7z\"\/>\n<\/svg>\n              <span>Full Article<\/span>\n            <\/a>\n          <\/div>\n                  <div class=\"related-post\">\n            <h3 class=\"related-post-title typography-title-m\">\n              <a href=\"https:\/\/codeandpepper.com\/fight-against-anti-money-laundering-aml\/\" title=\"AI Helps Fight Money Laundering\">\n                AI Helps Fight Money Laundering              <\/a>\n            <\/h3>\n                          <a class=\"related-post-thumbnail\" aria-label=\"AI Helps Fight Money Laundering\" href=\"https:\/\/codeandpepper.com\/fight-against-anti-money-laundering-aml\/\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"360\" height=\"189\" src=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/AI-vs-Financial-Crime-Fight-AML.jpg\" class=\"attachment-blog-thumbnail size-blog-thumbnail wp-post-image\" alt=\"Fighting financial crime with AI\" srcset=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/AI-vs-Financial-Crime-Fight-AML.jpg 864w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/AI-vs-Financial-Crime-Fight-AML-768x400.jpg 768w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/AI-vs-Financial-Crime-Fight-AML-192x100.jpg 192w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/AI-vs-Financial-Crime-Fight-AML-720x375.jpg 720w, https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/AI-vs-Financial-Crime-Fight-AML-432x225.jpg 432w\" sizes=\"auto, (max-width: 360px) 100vw, 360px\" \/>              <\/a>\n                        <p class=\"related-post-description typography-body-smaller\">\n              Artificial intelligence and anti-money laundering technologies help with bad practices and security threats. What&#8217;s their secrets?            <\/p>\n            <a class=\"plus-link\" href=\"https:\/\/codeandpepper.com\/fight-against-anti-money-laundering-aml\/\">\n              <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"17\" height=\"17\" viewBox=\"0 0 17 17\">\n    <path d=\"M7 0h3v17H7z\"\/>\n    <path d=\"M17 7v3H0V7z\"\/>\n<\/svg>\n              <span>Full Article<\/span>\n            <\/a>\n          <\/div>\n              <\/div>\n    <\/div>\n\n\n  <\/div>\n<\/section>\n\n<style type=\"text\/css\">\n  #related-posts-block_6290aa87ec131 {\n    background: ;\n    color: ;\n  }\n\n  #related-posts-block_6290aa87ec131 .block-title {\n    color: ;\n  }\n<\/style>","protected":false},"excerpt":{"rendered":"<p>Consumers of digital services expect quality service, security, and convenience. Machine learning (ML) in finance is the best example of how these needs can be fulfilled. Without compromising business models, and the need to generate revenue. With customer-centricity in mind. The best way to serve people what they need is to know them a little<a class=\"moretag\" href=\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/\"> Read the full article&#8230;<\/a><\/p>\n","protected":false},"author":20413,"featured_media":23159,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[1647],"tags":[1598,1654,173],"class_list":["post-23095","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-software-development","tag-fintech-quality-assurance","tag-fintech-software-development","tag-software-development-process"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Machine Learning in Finance, Banking and FinTech | Code &amp; Pepper<\/title>\n<meta name=\"description\" content=\"Machine learning in finance and banking is a driving factor for growth. It identifies users&#039; needs and more. Learn about its benefits now!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning in Finance, Banking and FinTech | Code &amp; Pepper\" \/>\n<meta property=\"og:description\" content=\"Machine learning in finance and banking is a driving factor for growth. It identifies users&#039; needs and more. Learn about its benefits now!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/\" \/>\n<meta property=\"og:site_name\" content=\"Code &amp; Pepper\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/codeandpepper\/\" \/>\n<meta property=\"article:published_time\" content=\"2021-04-20T05:01:12+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-12-21T10:00:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"864\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Jaros\u0142aw \u015aci\u015blak\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@codeandpepper\" \/>\n<meta name=\"twitter:site\" content=\"@codeandpepper\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jaros\u0142aw \u015aci\u015blak\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/\"},\"author\":{\"name\":\"Jaros\u0142aw \u015aci\u015blak\",\"@id\":\"https:\/\/codeandpepper.com\/#\/schema\/person\/4d99a36115b17f10860637a13b3b3885\"},\"headline\":\"Machine Learning in Finance, Banking and FinTech\",\"datePublished\":\"2021-04-20T05:01:12+00:00\",\"dateModified\":\"2023-12-21T10:00:04+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/\"},\"wordCount\":1053,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/codeandpepper.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg\",\"keywords\":[\"FinTech quality assurance\",\"FinTech software development\",\"Software development process\"],\"articleSection\":[\"Software Development\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/\",\"url\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/\",\"name\":\"Machine Learning in Finance, Banking and FinTech | Code &amp; Pepper\",\"isPartOf\":{\"@id\":\"https:\/\/codeandpepper.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg\",\"datePublished\":\"2021-04-20T05:01:12+00:00\",\"dateModified\":\"2023-12-21T10:00:04+00:00\",\"description\":\"Machine learning in finance and banking is a driving factor for growth. It identifies users' needs and more. Learn about its benefits now!\",\"breadcrumb\":{\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#primaryimage\",\"url\":\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg\",\"contentUrl\":\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg\",\"width\":864,\"height\":450,\"caption\":\"Machine learning in banking and finance\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/codeandpepper.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine Learning in Finance, Banking and FinTech\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/codeandpepper.com\/#website\",\"url\":\"https:\/\/codeandpepper.com\/\",\"name\":\"Code & Pepper\",\"description\":\"FinTech Developers\",\"publisher\":{\"@id\":\"https:\/\/codeandpepper.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/codeandpepper.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/codeandpepper.com\/#organization\",\"name\":\"Code & Pepper\",\"url\":\"https:\/\/codeandpepper.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/codeandpepper.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/06\/logo.png\",\"contentUrl\":\"https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/06\/logo.png\",\"width\":319,\"height\":144,\"caption\":\"Code & Pepper\"},\"image\":{\"@id\":\"https:\/\/codeandpepper.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/codeandpepper\/\",\"https:\/\/x.com\/codeandpepper\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/codeandpepper.com\/#\/schema\/person\/4d99a36115b17f10860637a13b3b3885\",\"name\":\"Jaros\u0142aw \u015aci\u015blak\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/codeandpepper.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/ab028da5fc780b19966f305918b0045520176e8bc7c265540adcce45ab2cd0c9?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/ab028da5fc780b19966f305918b0045520176e8bc7c265540adcce45ab2cd0c9?s=96&d=mm&r=g\",\"caption\":\"Jaros\u0142aw \u015aci\u015blak\"},\"description\":\"Branding, marketing, business scaling, content &amp; company culture specialist. Over 20 years of experience in marketing, strategy, and writing. Learn more by visiting: scislak.com\",\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/jaroslawscislak\"],\"url\":\"https:\/\/codeandpepper.com\/author\/jarek-scislak\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine Learning in Finance, Banking and FinTech | Code &amp; Pepper","description":"Machine learning in finance and banking is a driving factor for growth. It identifies users' needs and more. Learn about its benefits now!","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:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/","og_locale":"en_US","og_type":"article","og_title":"Machine Learning in Finance, Banking and FinTech | Code &amp; Pepper","og_description":"Machine learning in finance and banking is a driving factor for growth. It identifies users' needs and more. Learn about its benefits now!","og_url":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/","og_site_name":"Code &amp; Pepper","article_publisher":"https:\/\/www.facebook.com\/codeandpepper\/","article_published_time":"2021-04-20T05:01:12+00:00","article_modified_time":"2023-12-21T10:00:04+00:00","og_image":[{"width":864,"height":450,"url":"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg","type":"image\/jpeg"}],"author":"Jaros\u0142aw \u015aci\u015blak","twitter_card":"summary_large_image","twitter_creator":"@codeandpepper","twitter_site":"@codeandpepper","twitter_misc":{"Written by":"Jaros\u0142aw \u015aci\u015blak","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#article","isPartOf":{"@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/"},"author":{"name":"Jaros\u0142aw \u015aci\u015blak","@id":"https:\/\/codeandpepper.com\/#\/schema\/person\/4d99a36115b17f10860637a13b3b3885"},"headline":"Machine Learning in Finance, Banking and FinTech","datePublished":"2021-04-20T05:01:12+00:00","dateModified":"2023-12-21T10:00:04+00:00","mainEntityOfPage":{"@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/"},"wordCount":1053,"commentCount":0,"publisher":{"@id":"https:\/\/codeandpepper.com\/#organization"},"image":{"@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#primaryimage"},"thumbnailUrl":"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg","keywords":["FinTech quality assurance","FinTech software development","Software development process"],"articleSection":["Software Development"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/","url":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/","name":"Machine Learning in Finance, Banking and FinTech | Code &amp; Pepper","isPartOf":{"@id":"https:\/\/codeandpepper.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#primaryimage"},"image":{"@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#primaryimage"},"thumbnailUrl":"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg","datePublished":"2021-04-20T05:01:12+00:00","dateModified":"2023-12-21T10:00:04+00:00","description":"Machine learning in finance and banking is a driving factor for growth. It identifies users' needs and more. Learn about its benefits now!","breadcrumb":{"@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#primaryimage","url":"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg","contentUrl":"https:\/\/codeandpepper.com\/wp-content\/uploads\/2021\/03\/Machine-Learning-in-Finance-Banking.jpg","width":864,"height":450,"caption":"Machine learning in banking and finance"},{"@type":"BreadcrumbList","@id":"https:\/\/codeandpepper.com\/machine-learning-in-finance-banking-fintech\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/codeandpepper.com\/"},{"@type":"ListItem","position":2,"name":"Machine Learning in Finance, Banking and FinTech"}]},{"@type":"WebSite","@id":"https:\/\/codeandpepper.com\/#website","url":"https:\/\/codeandpepper.com\/","name":"Code & Pepper","description":"FinTech Developers","publisher":{"@id":"https:\/\/codeandpepper.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/codeandpepper.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/codeandpepper.com\/#organization","name":"Code & Pepper","url":"https:\/\/codeandpepper.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/codeandpepper.com\/#\/schema\/logo\/image\/","url":"https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/06\/logo.png","contentUrl":"https:\/\/codeandpepper.com\/wp-content\/uploads\/2019\/06\/logo.png","width":319,"height":144,"caption":"Code & Pepper"},"image":{"@id":"https:\/\/codeandpepper.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/codeandpepper\/","https:\/\/x.com\/codeandpepper"]},{"@type":"Person","@id":"https:\/\/codeandpepper.com\/#\/schema\/person\/4d99a36115b17f10860637a13b3b3885","name":"Jaros\u0142aw \u015aci\u015blak","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/codeandpepper.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/ab028da5fc780b19966f305918b0045520176e8bc7c265540adcce45ab2cd0c9?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/ab028da5fc780b19966f305918b0045520176e8bc7c265540adcce45ab2cd0c9?s=96&d=mm&r=g","caption":"Jaros\u0142aw \u015aci\u015blak"},"description":"Branding, marketing, business scaling, content &amp; company culture specialist. Over 20 years of experience in marketing, strategy, and writing. Learn more by visiting: scislak.com","sameAs":["https:\/\/www.linkedin.com\/in\/jaroslawscislak"],"url":"https:\/\/codeandpepper.com\/author\/jarek-scislak\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/posts\/23095","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/users\/20413"}],"replies":[{"embeddable":true,"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/comments?post=23095"}],"version-history":[{"count":13,"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/posts\/23095\/revisions"}],"predecessor-version":[{"id":51272,"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/posts\/23095\/revisions\/51272"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/media\/23159"}],"wp:attachment":[{"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/media?parent=23095"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/categories?post=23095"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/codeandpepper.com\/wp-json\/wp\/v2\/tags?post=23095"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}