
{"id":47729,"date":"2026-08-11T09:48:38","date_gmt":"2026-08-11T09:48:38","guid":{"rendered":"https:\/\/gtracademy.org\/blog\/?p=47729"},"modified":"2026-08-11T09:49:24","modified_gmt":"2026-08-11T09:49:24","slug":"data-science-with-machine-learning","status":"publish","type":"post","link":"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/","title":{"rendered":"What Is Data Science with Machine Learning and How Does It Work?"},"content":{"rendered":"\n<p>Data Science with Machine Learning refers to the application of statistics, programming and machine learning on raw data to reveal useful insights and predictions. This enables companies to recognize trends, predict, automate decisions and solve real world problems with data.<\/p>\n\n\n\n<p>A common example is an online shop where the customer\u2019s behavior is predicted using machine learning techniques and recommended are products likely to be bought by the customer.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Connect_With_Us_WhatsApp\"><\/span><strong>Connect With Us:\u00a0<a href=\"https:\/\/api.whatsapp.com\/send\/?phone=919650518049&amp;text=Hi%2C%20I%20want%20to%20know%20more%20about%20GTR%20academy%20courses\" target=\"_blank\" rel=\"noreferrer noopener\">WhatsApp<\/a><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"529\" src=\"https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work-1024x529.webp\" alt=\"Data Science with Machine Learning\" class=\"wp-image-47732\" srcset=\"https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work-1024x529.webp 1024w, https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work-300x155.webp 300w, https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work-768x397.webp 768w, https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work-1536x794.webp 1536w, https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work-813x420.webp 813w, https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work-150x78.webp 150w, https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work-696x360.webp 696w, https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work-1068x552.webp 1068w, https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Is-Data-Science-with-Machine-Learning-and-How-Does-It-Work.webp 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#Connect_With_Us_WhatsApp\" >Connect With Us:\u00a0WhatsApp<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#What_Is_Data_Science_with_Machine_Learning\" >What Is Data Science with Machine Learning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#How_does_machine_learning_fit_into_the_field_of_data_science\" >How does machine learning fit into the field of data science?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#1_Data_Collection\" >1. Data Collection<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#2_Data_Cleaning_and_Preparation\" >2. Data Cleaning and Preparation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#3_Exploratory_Data_Analysis\" >3. Exploratory Data Analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#4_Machine_Learning_Model_Development\" >4. Machine Learning Model Development<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#5_Evaluation_and_Improvement\" >5. Evaluation and Improvement<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#6_Deployment\" >6. Deployment<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#Where_is_it_used\" >Where is it used?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#What_Skills_Are_Needed_to_Learn_It\" >What Skills Are Needed to Learn It?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#Data_Science_and_AI_Online_Course_Is_It_Useful\" >Data Science and AI Online Course: Is It Useful?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#Frequently_asked_questions\" >Frequently asked questions<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#What_is_Machine_Learning_and_Data_Science\" >What is Machine Learning and Data Science?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#How_are_data_science_and_machine_learning_related\" >How are data science and machine learning related?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#Is_it_possible_for_a_beginner_to_learn_data_science_with_machine_learning\" >Is it possible for a beginner to learn data science with machine learning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#How_is_the_training_in_AI_online_Course\" >How is the training in AI online Course?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#How_Machine_Learning_will_be_taught_in_the_Data_Science_course\" >How Machine Learning will be taught in the Data Science course?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#Connect_With_Us_WhatsApp-2\" >Connect With Us:\u00a0WhatsApp<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#Recommended_Blogs_SAP_SD_Certification_What_Career_Opportunities_Are_Available_2026_Best_SAP_MM_Jobs_for_Freshers_Reality_Check_in_2026\" >Recommended Blogs: SAP SD Certification: What Career Opportunities Are Available? 2026 Best SAP MM Jobs for Freshers: Reality Check in 2026<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/gtracademy.org\/blog\/data-science-with-machine-learning\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_Is_Data_Science_with_Machine_Learning\"><\/span><strong>What Is Data Science with Machine Learning?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Machine Learning refers to a <strong><a href=\"https:\/\/gtracademy.org\/data-science-ai-course-online-with-ml-dl-nlp\/\">Data Science<\/a><\/strong> technique that employs data science techniques to collect, clean, analyze and interpret data. Machine learning algorithms learn the patterns in the data and then make predictions or decisions based on that.<\/p>\n\n\n\n<p>Data Science is the big picture and machine learning serves as one of the important technical parts.<\/p>\n\n\n\n<p><strong>The workflow is usually like this:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Collecting relevant data<\/li>\n\n\n\n<li>Cleaning and preparing the data<\/li>\n\n\n\n<li>Exploring patterns and relationships<\/li>\n\n\n\n<li>Selecting useful features<\/li>\n\n\n\n<li>Training a machine learning model<\/li>\n\n\n\n<li>Testing model performance<\/li>\n\n\n\n<li>Deploying and monitoring the model<\/li>\n\n\n\n<li>Communicating results to stakeholders<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_does_machine_learning_fit_into_the_field_of_data_science\"><\/span><strong>How does machine learning fit into the field of data science?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>In practice it is almost always a multi-step process<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Data_Collection\"><\/span><strong>1. Data Collection<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>You can pull data from databases, websites, applications, sensors, customer transactions, surveys or business systems. These data heavily influence the quality and relevance of the final results.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Data_Cleaning_and_Preparation\"><\/span><strong>2. Data Cleaning and Preparation<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Raw data is often messy, with missing data, duplicate records, inconsistent formats, or incorrect values. The data scientists have to prepare the dataset before they are ready to start analyzing or training models on it.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Exploratory_Data_Analysis\"><\/span><strong>3. Exploratory Data Analysis<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>The data is analyzed using statistics and visualizations to find relationships and patterns, outliers and important variables.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Machine_Learning_Model_Development\"><\/span><strong>4. Machine Learning Model Development<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>The best algorithm depends on the problem at hand. The procedures are as follows:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Regression:<\/strong> Predicting numerical values<\/li>\n\n\n\n<li><strong>Classification:<\/strong> Predicting categories<\/li>\n\n\n\n<li><strong>Clustering:<\/strong> Finding groups within data<\/li>\n\n\n\n<li><strong>Recommendation models:<\/strong> Suggesting relevant products or content<\/li>\n<\/ul>\n\n\n\n<p>The model is trained on historical data and used to forecast future data.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Evaluation_and_Improvement\"><\/span><strong>5. Evaluation and Improvement<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>The model is evaluated with suitable evaluation metrics. If the performance is not good enough, then the data, the features, the algorithm or parameters need to be improved.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_Deployment\"><\/span><strong>6. Deployment<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Then the application or business process can embed a model that performs well. The real world changes over time, the data changes over time, so monitoring is needed.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Where_is_it_used\"><\/span><strong>Where is it used?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data Science with Machine Learning use cases in Industry.<\/p>\n\n\n\n<p><strong>Healthcare<\/strong>: better medical research, risk prediction, patient data insights<\/p>\n\n\n\n<p><strong>Finance: <\/strong>Spot spots transactions, analyzes risks and predicts financial trends.<\/p>\n\n\n\n<p><strong>Retail<\/strong>: Demand forecasting, Customer segmentation, Product recommendations.<\/p>\n\n\n\n<p><strong>Marketing:<\/strong> Understand customer behavior, optimize campaigns, and personalize experiences<\/p>\n\n\n\n<p><strong>Manufacturing:<\/strong> Predictive maintenance, quality monitoring, and process optimization.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_Skills_Are_Needed_to_Learn_It\"><\/span><strong>What Skills Are Needed to Learn It?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>Usually a learner is better off with knowledge of:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python programming langauge<\/li>\n\n\n\n<li>Probabilities and statistics<\/li>\n\n\n\n<li>Data Processing<\/li>\n\n\n\n<li>SQL and DB<\/li>\n\n\n\n<li>Machine Learning Algorithms (Machine<\/li>\n\n\n\n<li>Visualizing data<\/li>\n\n\n\n<li>Model assessment<\/li>\n\n\n\n<li>Elementary Mathematics Problem Solving<\/li>\n<\/ul>\n\n\n\n<p>Structured Data Science courses can help learners to slowly acquire these abilities thru theory, exercises and practical projects.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Science_and_AI_Online_Course_Is_It_Useful\"><\/span><strong>Data Science and AI Online Course: Is It Useful?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>If you are looking for a flexible way to learn data analysis, machine learning and artificial intelligence then a data science ai online Course can help. Practical assignments and projects are particularly valuable as learners are able to apply the concepts rather than just studying theory.<\/p>\n\n\n\n<p>If you are looking for a well-structured program which combines learning with practical exposure and career guidance, then GTR academy is the best option for you.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Frequently_asked_questions\"><\/span><strong><strong>Frequently asked questions<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_is_Machine_Learning_and_Data_Science\"><\/span><strong>What is Machine Learning and Data Science?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>It applies data science and machine learning techniques to analyze data, find patterns and predict future outcomes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_are_data_science_and_machine_learning_related\"><\/span><strong>How are data science and machine learning related?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>This is a huge part of data science, it gives you the building blocks to create models that learn patterns from data and make predictions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Is_it_possible_for_a_beginner_to_learn_data_science_with_machine_learning\"><\/span><strong>Is it possible for a beginner to learn data science with machine learning?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Yes. Python, statistics, data analysis and then machine learning algorithms first of all.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_is_the_training_in_AI_online_Course\"><\/span><strong>How is the training in AI online Course?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Depending on the program, the AI online course training will cover topics like machine learning, data analysis, AI concepts, model development and hands-on projects.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_Machine_Learning_will_be_taught_in_the_Data_Science_course\"><\/span><strong>How Machine Learning will be taught in the Data Science course?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Yeah. A good Data Science course will teach you programming, statistics, data analysis, machine learning and real-world applications.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Connect_With_Us_WhatsApp-2\"><\/span><strong>Connect With Us:\u00a0<a href=\"https:\/\/api.whatsapp.com\/send\/?phone=919650518049&amp;text=Hi%2C%20I%20want%20to%20know%20more%20about%20GTR%20academy%20courses\" target=\"_blank\" rel=\"noreferrer noopener\">WhatsApp<\/a><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Recommended_Blogs_SAP_SD_Certification_What_Career_Opportunities_Are_Available_2026_Best_SAP_MM_Jobs_for_Freshers_Reality_Check_in_2026\"><\/span><strong>Recommended Blogs:<\/strong><br><strong><a href=\"https:\/\/gtracademy.org\/blog\/career-after-sap-sd-certification\/\"><a href=\"https:\/\/gtracademy.org\/blog\/career-after-sap-sd-certification\/\">SAP SD Certification: What Career Opportunities Are Available? 2026<\/a><\/a><br><\/strong><a href=\"https:\/\/gtracademy.org\/blog\/learn-sap-fico-basic-to-advanced\/\"><a href=\"https:\/\/gtracademy.org\/blog\/learn-sap-fico-basic-to-advanced\/\"><strong><strong><a href=\"https:\/\/gtracademy.org\/blog\/sap-mm-jobs-for-freshers\/\">Best SAP MM Jobs for Freshers: Reality Check in 2026<\/a><\/strong><\/strong><\/a><\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><strong>Conclusion<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data Science with Machine Learning refers to the process of data preparation, statistical analysis, machine learning, evaluation and real-world deployment to transform data into useful predictions and decisions. The best way to learn this field is to learn the concepts and then learn to apply them on real world data sets and projects.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data Science with Machine Learning refers to the application of statistics, programming and machine learning on raw data to reveal useful insights and predictions. This enables companies to recognize trends, predict, automate decisions and solve real world problems with data. A common example is an online shop where the customer\u2019s behavior is predicted using machine [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":47732,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[54],"tags":[111,1479,1481],"class_list":{"0":"post-47729","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science","8":"tag-data-science-ai-online-course","9":"tag-data-science-course","10":"tag-machine-learning"},"_links":{"self":[{"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/posts\/47729","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/comments?post=47729"}],"version-history":[{"count":2,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/posts\/47729\/revisions"}],"predecessor-version":[{"id":47734,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/posts\/47729\/revisions\/47734"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/media\/47732"}],"wp:attachment":[{"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/media?parent=47729"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/categories?post=47729"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/tags?post=47729"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}