{"id":763,"date":"2018-06-28T03:56:52","date_gmt":"2018-06-28T00:56:52","guid":{"rendered":"http:\/\/kusuaks7\/?p=368"},"modified":"2025-12-01T13:11:58","modified_gmt":"2025-12-01T13:11:58","slug":"five-expert-tips-to-make-machine-learning-development-work-for-you","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/ai-ml\/five-expert-tips-to-make-machine-learning-development-work-for-you\/","title":{"rendered":"Five Expert Tips to Make Machine Learning Development Work for You"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"763\" class=\"elementor elementor-763\" 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-7d693e5e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7d693e5e\" 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-48086ade\" data-id=\"48086ade\" 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-7222170d elementor-widget elementor-widget-text-editor\" data-id=\"7222170d\" 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<strong><em>Ready to learn Machine Learning? <a href=\"https:\/\/www.experfy.com\/training\/courses\">Browse courses<\/a>\u00a0like\u00a0<a href=\"https:\/\/www.experfy.com\/training\/courses\/machine-learning-foundations-supervised-learning\">Machine Learning Foundations: Supervised Learning<\/a> developed by industry thought leaders and Experfy in Harvard Innovation Lab.<\/em><\/strong>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-6908089 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6908089\" 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-10460b9\" data-id=\"10460b9\" 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-23f0fcf elementor-widget elementor-widget-image\" data-id=\"23f0fcf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"750\" height=\"421\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/162-machine-learning-article-01-1.jpg\" class=\"attachment-large size-large wp-image-38186\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/162-machine-learning-article-01-1.jpg 750w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/162-machine-learning-article-01-1-300x168.jpg 300w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/162-machine-learning-article-01-1-610x342.jpg 610w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-507f39e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"507f39e\" 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-f7828c4\" data-id=\"f7828c4\" 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-648cc5f elementor-widget elementor-widget-text-editor\" data-id=\"648cc5f\" 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\tWe can see a lot of hype about AI and Machine Learning, and its potential to transform businesses. More and more \u0441ompanies are adopting machine learning solutions, setting up accelerators, opening R&amp;D centers, and investing into startups. On the other hand, there are many companies that are using old-fashioned data analytics tools and labeling them as AI. Also,there is a large number of reports with AI market estimates and forecasts. However, it\u2019s challenging to get the right information on\u00a0<b>machine learning development<\/b>\u00a0that will actually work for your business.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-6bbc24d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6bbc24d\" 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-585cef5\" data-id=\"585cef5\" 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-b0f10f9 elementor-widget elementor-widget-text-editor\" data-id=\"b0f10f9\" 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 a company that has delivered successful Machine Learning and Data Science solutions across such industries as Healthcare, Aviation, Media and Entertainment,\u00a0and Technology, we\u2019ve decided to talk with our experts and collect top guidelines for making your\u00a0<a href=\"https:\/\/www.n-ix.com\/machine-learning-ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">machine learning development project<\/a>\u00a0work. Here are our 5 tips:\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-c4ed8a4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c4ed8a4\" 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-12c489e\" data-id=\"12c489e\" 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-209c47e elementor-widget elementor-widget-heading\" data-id=\"209c47e\" 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>1. Identify if you need machine learning development<\/h2>\n<\/h2>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-f3b30b5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f3b30b5\" 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-c537a21\" data-id=\"c537a21\" 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-1cc3a89 elementor-widget elementor-widget-text-editor\" data-id=\"1cc3a89\" 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 costly and time-consuming, and experts are thin on the the ground and high in demand.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-1ebeb11 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1ebeb11\" 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-fa21b1e\" data-id=\"fa21b1e\" 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-337a4da elementor-widget elementor-widget-text-editor\" data-id=\"337a4da\" 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\tHowever, if you\u2019ve got data, you can use it to be a driver for your business. It can be something small or big depending on your business objectives, timeframe, and budget.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-8d648a3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8d648a3\" 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-89a7d1b\" data-id=\"89a7d1b\" 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-80b3d6d elementor-widget elementor-widget-text-editor\" data-id=\"80b3d6d\" 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 fact, you should consider machine learning development if you want to improve your business in the following 3 directions:\n<ul>\n \t<li><b>Making predictions and optimizing operations.\u00a0<\/b>For example, businesses use big data and machine learning models to predict if a customer responds to a marketing campaign.<\/li>\n \t<li><b>Summarizing and<\/b>\u00a0<b>extracting information<\/b>. For instance, Natural Language Processing, a machine learning technique, can be used for highlighting the most important information from legal documents which may be 10 000 pages, and an end user will have to read just the summary \u2013 40 pages.<\/li>\n \t<li><b>Enhancing security<\/b>. Many companies are now using AI and machine learning models to ensure cybersecurity. That is especially relevant for financial companies and fintechs. However, cybersecurity is currently a hot topic for all domains, especially in the light of GDPR and other regulatory and security \u00a0standards.<\/li>\n<\/ul>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e10c716 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e10c716\" 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-b5b2310\" data-id=\"b5b2310\" 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-5b85599 elementor-widget elementor-widget-heading\" data-id=\"5b85599\" 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>2. Choose the most suitable type of machine learning<\/h2>\n<\/h2>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-1b916e1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1b916e1\" 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-a68770f\" data-id=\"a68770f\" 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-5c26862 elementor-widget elementor-widget-heading\" data-id=\"5c26862\" 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<h3 class=\"elementor-heading-title elementor-size-default\"><h3><strong>Supervised<\/strong><\/h3>\n<\/h3>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-eea731b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"eea731b\" 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-ef1c135\" data-id=\"ef1c135\" 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-c60dca0 elementor-widget elementor-widget-text-editor\" data-id=\"c60dca0\" 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\tIt is the most typical machine learning technique. Around 90 % of projects leverage this type of machine learning.\u00a0You\u2019ve got an X (input data) and an Y (a target variable, something you want to predict). In the picture, X- all the information you have on a person (e.g., age, gender, location, hobbies, etc.), and Y- whether the person is likely to click on a specific ad or not.\u00a0It can be simply explained by a picture:\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4010cd5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4010cd5\" 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-b25de8c\" data-id=\"b25de8c\" 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-78880f4 elementor-widget elementor-widget-image\" data-id=\"78880f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"750\" height=\"453\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-01.png\" class=\"attachment-large size-large wp-image-38187\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-01.png 750w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-01-300x181.png 300w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-01-610x368.png 610w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-bb569e5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bb569e5\" 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-4f7390b\" data-id=\"4f7390b\" 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-83a7e7b elementor-widget elementor-widget-text-editor\" data-id=\"83a7e7b\" 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\n<b>Its typical use cases<\/b>:\n<ul>\n \t<li>Analyzing customer data (age, gender, hobbies, etc.) and historical data to predict if a person clicks on an ad or not. The more the data, the better the model learns, that\u2019s one of the reasons why Facebook and Google are so good at it.<\/li>\n \t<li>\u0421redit scoring is often used in alternative lending companies. If a person has got a thin credit history, a company creates their profile based on various data ( e.g personal data, payment history from utilities companies), uses data and credit scores of other people, and generates an alternative credit score based on all the aggregated and analyzed data. X here \u2013 all the data on a person who wants to take a loan, and other users\u2019 profiles. Y- a person\u2019s credit score, probability of their repaying the loan.<\/li>\n<\/ul>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-6f4b840 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6f4b840\" 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-ae32db5\" data-id=\"ae32db5\" 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-a828c59 elementor-widget elementor-widget-heading\" data-id=\"a828c59\" 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<h3 class=\"elementor-heading-title elementor-size-default\"><h3><b>Unsupervised\u00a0<\/b><\/h3>\n<\/h3>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-2a19096 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2a19096\" 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-1ec1068\" data-id=\"1ec1068\" 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-a93c0f5 elementor-widget elementor-widget-text-editor\" data-id=\"a93c0f5\" 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\tWe have just X (input data) and we don\u2019t have an Y or a target variable. You\u2019re telling the algorithm to use the input data and group things by itself. Companies use it to find dependencies and patterns people can\u2019t see or notice. Here is an example of how it is used for recognizing communities with similar interests:\n\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-45ed0ab elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"45ed0ab\" 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-47cc8ce\" data-id=\"47cc8ce\" 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-169c4c7 elementor-widget elementor-widget-image\" data-id=\"169c4c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"750\" height=\"453\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-02.png\" class=\"attachment-large size-large wp-image-38188\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-02.png 750w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-02-300x181.png 300w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-02-610x368.png 610w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4e40146 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e40146\" 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-14df17f\" data-id=\"14df17f\" 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-ad68514 elementor-widget elementor-widget-text-editor\" data-id=\"ad68514\" 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<b>One of its typical use cases<\/b>: marketing clustering\n\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-f2bf3fb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f2bf3fb\" 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-83d16a0\" data-id=\"83d16a0\" 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-1693296 elementor-widget elementor-widget-heading\" data-id=\"1693296\" 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\"><h3><b>Reinforcement<\/b><\/h3>\n<\/h2>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-482d2ce elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"482d2ce\" 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-8d30149\" data-id=\"8d30149\" 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-082672f elementor-widget elementor-widget-text-editor\" data-id=\"082672f\" 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\tIt is a new, research-oriented, technique, and it doesn\u2019t have many business cases. In reinforcement learning, you specify the rules, the environment and the final reward. To get the reward, algorithms try different strategies and learn from their own history and the environment. It is used to select a successive course of steps to maximize the final reward.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-937f410 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"937f410\" 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-b7ca1cc\" data-id=\"b7ca1cc\" 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-453f77c elementor-widget elementor-widget-image\" data-id=\"453f77c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"379\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-04.png\" class=\"attachment-large size-large wp-image-38189\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-04.png 750w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-04-300x152.png 300w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-04-610x308.png 610w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e7a6bdb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e7a6bdb\" 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-f1d6fbb\" data-id=\"f1d6fbb\" 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-4b095f9 elementor-widget elementor-widget-text-editor\" data-id=\"4b095f9\" 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<b>Its typical use cases:<\/b>\n<ul>\n \t<li>Self-driving cars<\/li>\n \t<li>Games (for instance,\u00a0<a href=\"https:\/\/deepmind.com\/research\/publications\/playing-atari-deep-reinforcement-learning\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">Atari<\/a>)<\/li>\n<\/ul>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e2eed7d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e2eed7d\" 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-fb161a8\" data-id=\"fb161a8\" 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-9187f3b elementor-widget elementor-widget-heading\" data-id=\"9187f3b\" 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<h3 class=\"elementor-heading-title elementor-size-default\"><h3><b>Deep learning<\/b><\/h3>\n<\/h3>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-1d1056c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1d1056c\" 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-c770244\" data-id=\"c770244\" 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-8ed8f01 elementor-widget elementor-widget-text-editor\" data-id=\"8ed8f01\" 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\tIt is a broad subtype of Machine learning. It can be supervised, unsupervised, and reinforcement. However, most often it is supervised. It attempts to mimic the activity of human neural networks. That is the ability to automatically extract features which are important for classification (for instance, for distinguishing a cat from a dog).\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-0680c2e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0680c2e\" 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-695cb87\" data-id=\"695cb87\" 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-e3ccb08 elementor-widget elementor-widget-image\" data-id=\"e3ccb08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"408\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-03.png\" class=\"attachment-large size-large wp-image-38190\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-03.png 750w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-03-300x163.png 300w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/machine_learning-infographic-03-610x332.png 610w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-55498ae elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"55498ae\" 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-fc974a0\" data-id=\"fc974a0\" 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-c61a4e0 elementor-widget elementor-widget-text-editor\" data-id=\"c61a4e0\" 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<b>Deep learning had the most influence and improved results of the following techniques of Machine Learning:<\/b>\n<ul>\n \t<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Natural-language_processing\" target=\"_blank\" rel=\"noopener noreferrer\">NLP\u00a0<\/a>(Natural Language Processing)<\/li>\n<\/ul>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-379f98a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"379f98a\" 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-2f1d2a1\" data-id=\"2f1d2a1\" 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-8fc3314 elementor-widget elementor-widget-text-editor\" data-id=\"8fc3314\" 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\tNLP is typically used for sentiment analysis, summarizing information (e.g, legal contracts), and as a tool for creating precisely targeted content.\u00a0<strong>In our cooperation with\u00a0<a href=\"https:\/\/www.n-ix.com\/clients\/mercanto\/\" target=\"_blank\" rel=\"noopener noreferrer\">Mercanto,<\/a>\u00a0a UK-based digital marketing platform, N-iX\u00a0Data Scientists used Big Data technologies, NLP software, and machine learning algorithms to enable creating a product semantic profile (by analyzing a retailer\u2019s product feed) and a customer semantic profile, matching them and delivering a highly customized email to a specific buyer.<\/strong>\n<ul>\n \t<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Speech_recognition\" target=\"_blank\" rel=\"noopener noreferrer\">Speech recognition<\/a><\/li>\n \t<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Computer_vision\" target=\"_blank\" rel=\"noopener noreferrer\">Computer vision<\/a>\u00a0and Image Recognition (now Face Recognition used by Facebook is 99% precise)<\/li>\n<\/ul>\nMany startups are moving towards image recognition. That means correlating image to a certain metric instead of correlating metrics to metrics.\n\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-945a32c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"945a32c\" 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-3963d59\" data-id=\"3963d59\" 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-e199273 elementor-widget elementor-widget-text-editor\" data-id=\"e199273\" 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\tFor instance, here is a striking example of using deep learning in\u00a0<a href=\"https:\/\/healthtechinsider.com\/2018\/03\/06\/deep-learning-predicts-heart-disease-from-retina-images\/\" target=\"_blank\" rel=\"noopener noreferrer\">healthcare<\/a>\u00a0\u2013 you can take an image of retina, and this would let you know about risk factors, age, blood pressure, gender, and more.\n\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-3bb5129 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3bb5129\" 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-d737212\" data-id=\"d737212\" 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-caef185 elementor-widget elementor-widget-heading\" data-id=\"caef185\" 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>3. Don\u2019t underestimate data preprocessing and cleaning<\/h2>\n<\/h2>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4a69030 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4a69030\" 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-1034113\" data-id=\"1034113\" 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-91a77a9 elementor-widget elementor-widget-text-editor\" data-id=\"91a77a9\" 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<strong>Data preprocessing takes up around 80 %.<\/strong>\u00a0There is no automatic way to do it. \u00a0You need to merge many data tables and use different data sources. Then Data Scientists will be able to play with the models and pick which one best fits a specific business objective.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-54791c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"54791c4\" 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-1f6b8a8\" data-id=\"1f6b8a8\" 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-4905dee elementor-widget elementor-widget-text-editor\" data-id=\"4905dee\" 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<strong>Data Cleaning is a crucial part of data preprocessing.<\/strong>\u00a0It is analyzing the data and identifying if it is good enough to be used in a machine learning model. Its key objectives:\n<ul>\n \t<li>Removing noisy data that may bring misleading results.<\/li>\n<\/ul>\n<ul>\n \t<li>Inputting missing data. However, it should be taken into account that the missing data may be the info itself, and it is supposed to be missing.<\/li>\n<\/ul>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b04e51e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b04e51e\" 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-49e6a66\" data-id=\"49e6a66\" 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-ea20956 elementor-widget elementor-widget-heading\" data-id=\"ea20956\" 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>4. Choose between Machine learning APIs and your own development<\/h2>\n<\/h2>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-17c85c7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"17c85c7\" 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-14c2881\" data-id=\"14c2881\" 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-00e247f elementor-widget elementor-widget-text-editor\" data-id=\"00e247f\" 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\tCompanies that want to adopt machine learning can go two ways: develop their own solution or use APIs and services of such companies as Amazon, Microsoft, Google, etc. The second way is the easiest one. However, there is a serious tradeoff \u2013 you sacrifice configurability and control of the system. For instance, Amazon service is fixed just on one model \u2013 logistic regression. Whereas, ability to choose the right model is one of the prerequisites for the success of a machine learning project. Thus, companies should outsource machine learning to cloud only if they\u2019ve got very specific and simple tasks.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-12c9822 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"12c9822\" 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-ae05e58\" data-id=\"ae05e58\" 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-43114d7 elementor-widget elementor-widget-text-editor\" data-id=\"43114d7\" 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<strong>Furthermore, as we\u2019ve indicated previously, 80% of machine learning is not about tuning up the models but rather preparing the data to be fit for the models, and you can\u2019t outsource this part to Amazon, for example.<\/strong>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b7833d5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b7833d5\" 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-6b1b0a7\" data-id=\"6b1b0a7\" 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-3900ba3 elementor-widget elementor-widget-text-editor\" data-id=\"3900ba3\" 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\tThus, if you want something more complex, and you don\u2019t want to sacrifice flexibility, you\u2019d better go for your own development (either develop inhouse or outsource).\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-eba4e87 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"eba4e87\" 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-72ae1fe\" data-id=\"72ae1fe\" 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-85c810a elementor-widget elementor-widget-heading\" data-id=\"85c810a\" 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>5. Find the most suitable experts for your Machine learning development<\/h2>\n<\/h2>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-2e907b4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e907b4\" 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-6ae137f\" data-id=\"6ae137f\" 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-47d183b elementor-widget elementor-widget-text-editor\" data-id=\"47d183b\" 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\tIf you\u2019ve opted for your own Machine Learning development, you need to find the most suitable experts for your project.\n<h3>You need the following Machine learning specialists<\/h3>\n<ul>\n \t<li><strong>Data Scientists<\/strong>\u00a0to deploy the algorithms. They often use off the shelf libraries.<\/li>\n \t<li><strong>NLP\u00a0<\/strong><strong>specialists<\/strong>\u00a0to do something sophisticated with NLP<\/li>\n \t<li><strong>Data engineers<\/strong>\u00a0to create Big Data architectures for the project, ensure system scalability, make it more like production thing<\/li>\n \t<li><strong>Computer Vision engineers<\/strong>\u00a0if you need image recognition models<\/li>\n \t<li><strong>Machine Learning engineers<\/strong>\u00a0if you have to deploy some state of the art algorithms ( e.g for reinforcement learning) and you need to to do some research specific for the project.<\/li>\n \t<li><strong>Speech recognition engineers<\/strong>\u00a0if you need some speech recognition done. However, there are not a lot of business cases.<\/li>\n<\/ul>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-7aaa284 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7aaa284\" 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-18e28b9\" data-id=\"18e28b9\" 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-549dd38 elementor-widget elementor-widget-heading\" data-id=\"549dd38\" 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<h3 class=\"elementor-heading-title elementor-size-default\"><h3>Top languages for machine learning development<\/h3>\n<\/h3>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-23b306b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"23b306b\" 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-0f166e2\" data-id=\"0f166e2\" 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-90659f0 elementor-widget elementor-widget-text-editor\" data-id=\"90659f0\" 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\t95% of all Data Scientists and Machine Learning engineers are using R and Python. Other languages they use are C and Scala.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-6bbb6a1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6bbb6a1\" 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-3875b59\" data-id=\"3875b59\" 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-c596f0d elementor-widget elementor-widget-text-editor\" data-id=\"c596f0d\" 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<strong>R<\/strong>\u00a0is famous for having a lot of libraries. It is easy to deploy and is good for making prototypes fast. It is also good for data analysis and creating state-of-the art algorithms.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-9a8dc85 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9a8dc85\" 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-db62050\" data-id=\"db62050\" 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-576a246 elementor-widget elementor-widget-text-editor\" data-id=\"576a246\" 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<strong>Python<\/strong>\u00a0has many libraries for Machine Learning and is good for putting into production. Especially that concerns Deep learning. also good for prototyping and making analysis , for putting into production, better for performance than R but not as good as Scala.\n\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-05df9e8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"05df9e8\" 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-ce3d133\" data-id=\"ce3d133\" 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-5ad610a elementor-widget elementor-widget-text-editor\" data-id=\"5ad610a\" 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<strong>C<\/strong>\u00a0\u2013 good for computer vision, good for performance.\n\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e42bbf7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e42bbf7\" 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-d0f72a6\" data-id=\"d0f72a6\" 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-228ca3f elementor-widget elementor-widget-text-editor\" data-id=\"228ca3f\" 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<strong>Scala<\/strong>\u00a0is very good for providing high performance and scalability.\n\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-2e94188 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e94188\" 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-79ec2a6\" data-id=\"79ec2a6\" 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-62ab072 elementor-widget elementor-widget-heading\" data-id=\"62ab072\" 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<h3 class=\"elementor-heading-title elementor-size-default\"><h3>Top frameworks for machine learning development<\/h3>\n<\/h3>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e99625d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e99625d\" 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-6e01eb4\" data-id=\"6e01eb4\" 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-578921c elementor-widget elementor-widget-text-editor\" data-id=\"578921c\" 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<strong>Spark<\/strong>\u00a0\u2013 for big data processing. It has its own machine learning libraries and allows for distribution to different servers.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-6264340 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6264340\" 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-54892fb\" data-id=\"54892fb\" 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-19055c2 elementor-widget elementor-widget-text-editor\" data-id=\"19055c2\" 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<strong>Hadoop<\/strong>\u00a0\u2013 good for storing Big Data.\n\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e2ee960 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e2ee960\" 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-1591869\" data-id=\"1591869\" 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-a9bf5b2 elementor-widget elementor-widget-text-editor\" data-id=\"a9bf5b2\" 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\tHowever, you can combine them both to make machine learning development most efficient.\n\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b596938 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b596938\" 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-e552f74\" data-id=\"e552f74\" 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-bc9b52d elementor-widget elementor-widget-heading\" data-id=\"bc9b52d\" 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<h3 class=\"elementor-heading-title elementor-size-default\"><h3>Shortage of Machine learning Talent<\/h3>\n<\/h3>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-98a3f1d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"98a3f1d\" 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-d05e636\" data-id=\"d05e636\" 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-06d619e elementor-widget elementor-widget-text-editor\" data-id=\"06d619e\" 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\tThere is a soaring\u00a0<a href=\"https:\/\/www.forbes.com\/sites\/louiscolumbus\/2018\/01\/12\/10-charts-that-will-change-your-perspective-on-artificial-intelligences-growth\/#65d4f3247583\" target=\"_blank\" rel=\"noopener noreferrer\">demand for Machine learning specialists and Data Scientists<\/a>.\u00a0Based on an analysis of Monster.com entries, the average salary is $127,000 in the U.S. for Data Scientists, Senior Data Scientists, Artificial Intelligence Consultants and Machine Learning Managers. According to Monster.com, top three most in-demand skills are\u00a0Machine Learning, Deep Learning and Natural Language Processing (NLP).\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-6a11f28 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6a11f28\" 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-39e1c9a\" data-id=\"39e1c9a\" 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-dc2769f elementor-widget elementor-widget-image\" data-id=\"dc2769f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"400\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/162-machine-learning-article-03.jpg\" class=\"attachment-large size-large wp-image-38191\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/162-machine-learning-article-03.jpg 750w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/162-machine-learning-article-03-300x160.jpg 300w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/162-machine-learning-article-03-610x325.jpg 610w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-5da7e6f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5da7e6f\" 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-cbe1aeb\" data-id=\"cbe1aeb\" 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-83e1918 elementor-widget elementor-widget-text-editor\" data-id=\"83e1918\" 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<strong>Companies like Amazon, Google, and Facebook are luring top Machine learning talent with high salaries.<\/strong>This<a href=\"https:\/\/www.bloomberg.com\/news\/articles\/2017-09-24\/in-battle-for-talent-one-startup-founder-tries-unlimited-pay\" class=\"broken_link\" rel=\"noopener\">\u00a0startup<\/a>\u00a0is attracting top ML talent with $3 million pay packages.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-fa724de elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fa724de\" 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-20755ac\" data-id=\"20755ac\" 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-3fe051c elementor-widget elementor-widget-text-editor\" data-id=\"3fe051c\" 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 a result, many businesses face a severe problem of shortage of Machine Learning experts, and decide to outsource their development to\u00a0<a href=\"https:\/\/www.n-ix.com\/ai-development-companies-europe-strong-tech-portfolio\/\" target=\"_blank\" rel=\"noopener noreferrer\">machine learning software companies\u00a0in Eastern Europe\u00a0<\/a>and Asia.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-f137bf6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f137bf6\" 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-a791667\" data-id=\"a791667\" 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-36346b0 elementor-widget elementor-widget-heading\" data-id=\"36346b0\" 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>Afterword<\/h2><\/h2>\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-76adeed elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76adeed\" 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-de5c701\" data-id=\"de5c701\" 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-352644a elementor-widget elementor-widget-text-editor\" data-id=\"352644a\" 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 one of technological buzzwords, and many companies want to brag using one. However, it can actually help to transform your business, reduce expenditures, and boost profits. There are key things you should know before starting a Machine Learning development project, such as choosing the right type o\u0430 Machine learning, paying special attention to data preprocessing and cleaning, and finding a machine learning software company with the most suitable expertise for a specific business case.\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<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-a393ef2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a393ef2\" 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-88f5a30\" data-id=\"88f5a30\" 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-f1c6b72 elementor-widget elementor-widget-text-editor\" data-id=\"f1c6b72\" 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\tAnd the last but not least, you may hope\u00a0that the data will show you what you want to see, but it may turn out to be something totally different.\u00a0However, to use the insights and give your business a boost, you need to be ready to embrace them even if they are on par with your expectations.\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>We can see a lot of hype about AI and Machine Learning, and its potential to transform businesses. More and more companies are adopting machine learning solutions, setting up accelerators, opening R&amp;D centers, and investing into startups. Also, there is a large number of reports with AI market estimates and forecasts. However, it&rsquo;s challenging to get the right information on&nbsp;machine learning development&nbsp;that will actually work for your business. Here are our five expert tips to make machine learning development work for you.<\/p>\n","protected":false},"author":301,"featured_media":4065,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[183],"tags":[97],"ppma_author":[1929],"class_list":["post-763","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml","tag-artificial-intelligence"],"authors":[{"term_id":1929,"user_id":301,"is_guest":0,"slug":"tetiana-boichenko","display_name":"Tetiana Boichenko","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","user_url":"","last_name":"Boichenko","first_name":"Tetiana","job_title":"","description":"Tetiana Boichenko is a marketing specialist at N-iX. Since 2014, she&#039;s been writing about emerging technologies and their implications for businesses. Her areas of interest include fintech, distributed ledger technologies, and data science."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/763","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\/301"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=763"}],"version-history":[{"count":4,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/763\/revisions"}],"predecessor-version":[{"id":38194,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/763\/revisions\/38194"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/4065"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=763"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=763"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=763"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=763"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}