{"id":47815,"date":"2026-08-18T11:32:07","date_gmt":"2026-08-18T11:32:07","guid":{"rendered":"https:\/\/gtracademy.org\/blog\/?p=47815"},"modified":"2026-08-18T11:32:42","modified_gmt":"2026-08-18T11:32:42","slug":"stages-of-a-data-science-project","status":"publish","type":"post","link":"https:\/\/gtracademy.org\/blog\/stages-of-a-data-science-project\/","title":{"rendered":"What Are the Different Stages of a Data Science Project"},"content":{"rendered":"\n<p>Successful data science project is more than simply building machine learning model. This is a systematic process of transforming a business problem into useful information. Each phase has a purpose from gathering data, to deploying and monitoring a solution. These steps will help the learners get stuck into a <strong><a href=\"https:\/\/gtracademy.org\/data-science-ai-course-online-with-ml-dl-nlp\/\">Data Science Project<\/a><\/strong> with more confidence and clarity.<\/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-Are-the-Different-Stages-of-a-Data-Science-Project-1024x529.webp\" alt=\"Data Science Project\" class=\"wp-image-47816\" 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https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Are-the-Different-Stages-of-a-Data-Science-Project-1068x552.webp 1068w, https:\/\/gtracademy.org\/blog\/wp-content\/uploads\/2026\/08\/What-Are-the-Different-Stages-of-a-Data-Science-Project.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\/stages-of-a-data-science-project\/#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\/stages-of-a-data-science-project\/#What_Are_the_Main_Stages_of_a_Data_Science_Project\" >What Are the Main Stages of a Data Science Project?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gtracademy.org\/blog\/stages-of-a-data-science-project\/#Define_the_Problem\" >Define the Problem<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gtracademy.org\/blog\/stages-of-a-data-science-project\/#Data_Collection\" >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\/stages-of-a-data-science-project\/#Clean_and_Prepare_the_Data\" >Clean and Prepare the Data<\/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\/stages-of-a-data-science-project\/#Perform_Exploratory_Data_Analysis\" >Perform 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\/stages-of-a-data-science-project\/#Engineer_and_Select_Features\" >Engineer and Select Features<\/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\/stages-of-a-data-science-project\/#Build_and_Train_the_Model\" >Build and Train the Model<\/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\/stages-of-a-data-science-project\/#Evaluate_the_Results\" >Evaluate the Results<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gtracademy.org\/blog\/stages-of-a-data-science-project\/#Deploy_and_Monitor\" >Deploy and Monitor<\/a><\/li><\/ul><\/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\/stages-of-a-data-science-project\/#What_Skills_Help_You_Complete_a_Data_Science_Project\" >What Skills Help You Complete a Data Science Project?<\/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\/stages-of-a-data-science-project\/#How_to_Choose_the_Best_Data_Science_Course\" >How to Choose the Best Data Science Course?<\/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\/stages-of-a-data-science-project\/#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\/stages-of-a-data-science-project\/#1_What_is_the_first_step_of_Data_Science_Project\" >1. What is the first step of Data Science Project?<\/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\/stages-of-a-data-science-project\/#2_Why_do_we_have_to_clean_data_for_a_Data_Science_project\" >2. Why do we have to clean data for a Data Science project?<\/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\/stages-of-a-data-science-project\/#3_Tools_for_Data_Science_Project\" >3. Tools for Data Science Project<\/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\/stages-of-a-data-science-project\/#4_Is_it_good_for_a_beginner_to_work_on_live_projects_in_learning_Data_Science\" >4. Is it good for a beginner to work on live projects in learning Data Science?<\/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\/stages-of-a-data-science-project\/#5_The_usefulness_of_a_Data_Science_Course_for_Project_Based_Learning\" >5. The usefulness of a Data Science Course for Project Based Learning?<\/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\/stages-of-a-data-science-project\/#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\/stages-of-a-data-science-project\/#Recommended_Blogs_How_Does_SAP_SD_Work_in_SAP_S4HANA_2026_What_Is_Included_in_an_SAP_MM_Course_Syllabus_2026\" >Recommended Blogs: How Does SAP SD Work in SAP S\/4HANA? 2026 What Is Included in an SAP MM Course Syllabus? 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\/stages-of-a-data-science-project\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_Are_the_Main_Stages_of_a_Data_Science_Project\"><\/span><strong>What Are the Main Stages of a Data Science Project?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>These include defining the problem, data collection, data cleaning, exploratory data analysis, feature engineering, model building, evaluation, deployment and monitoring .<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Define_the_Problem\"><\/span><strong>Define the Problem<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Before starting any project we need to define the business or analytic problem.<\/p>\n\n\n\n<p>For example, an organization may want to predict customer churn, predicting sales, detecting fraud or making product recommendations. If you know what you want to accomplish, you can figure out what data, techniques and measures of success you\u2019ll need.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Collection\"><\/span><strong>Data Collection<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Then, collect the right data from sources like databases, APIs, spreadsheets, apps, surveys, or public datasets.<\/p>\n\n\n\n<p>We have here data quality problems. Out-of-date, incomplete or irrelevant information can affect every step that follows in the project.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Clean_and_Prepare_the_Data\"><\/span><strong>Clean and Prepare the Data<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>Raw data is seldom ready for analysis. A data scientist may need:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Remove duplicate records<\/li>\n\n\n\n<li>Handle missing values<\/li>\n\n\n\n<li>Correcting inconsistent formatting<\/li>\n\n\n\n<li>Outlier detection <\/li>\n\n\n\n<li>Typecasting of data  <\/li>\n\n\n\n<li>Data normalization<\/li>\n<\/ul>\n\n\n\n<p>This step is often a lot of hand work since good models are based on good data.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Perform_Exploratory_Data_Analysis\"><\/span><strong>Perform Exploratory Data Analysis<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Exploratory Data Analysis (EDA) is a way to find patterns, relations, trends and strange observations.<\/p>\n\n\n\n<p>Python, Pandas, NumPy, Matplotlib and Seaborn are the most common tools used by practitioners to synthesize and visualize datasets. EDA also helps in finding potentially useful variables for modeling predictions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Engineer_and_Select_Features\"><\/span><strong>Engineer and Select Features<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Feature engineering is the transformation of existing information into useful features for your model. For instance, the date of a transaction can be converted into day, month or year features.<\/p>\n\n\n\n<p>The idea is to feed the model with relevant information, removing the variables that are not needed.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Build_and_Train_the_Model\"><\/span><strong><strong>Build and Train the Model<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>Now we can select the right machine learning algorithm and train it. Depending on the problem, this may be:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Linear or logistic regression<br>Choice Trees<\/li>\n\n\n\n<li>Random forests<\/li>\n\n\n\n<li>Gradient boosted tree<\/li>\n\n\n\n<li>Team <\/li>\n\n\n\n<li>Artificial Neural Networks<\/li>\n<\/ul>\n\n\n\n<p>In a good Data Science Project, you don\u2019t go straight to one model but compare suitable approaches.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Evaluate_the_Results\"><\/span><strong>Evaluate the Results<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>The model is evaluated with suitable evaluation metrics. For classification tasks we can use metrics like accuracy, precision, recall, F1 score, ROC AUC etc. For regression projects, the metrics to be used are MAE, MSE, RMSE, R2.<\/p>\n\n\n\n<p>Evaluation tells us whether the model is good enough for the business use case.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Deploy_and_Monitor\"><\/span><strong>Deploy and Monitor<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>A model is only useful if it gets to its intended audience or application. Deployment via API, dashboard, cloud platform or business applications.<\/p>\n\n\n\n<p>Deployment is not the end of the road. Models may lose accuracy as new data becomes available and business conditions change. Thus, monitoring the performance of the model is a good practice.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_Skills_Help_You_Complete_a_Data_Science_Project\"><\/span><strong>What Skills Help You Complete a Data Science Project?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Things to learn. Python, Statistics, SQL, Data Visualization, Machine Learning, Preprocessing Data, Model Evaluation and some basic deployment concepts.<\/p>\n\n\n\n<p>Guided learning could be offered through a structured Data science course or data science ai online Course. AI online Course training helps you to understand the application of artificial intelligence and machine learning for real life problems.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_to_Choose_the_Best_Data_Science_Course\"><\/span><strong>How to Choose the Best Data Science Course?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>Before joining, check that the program has:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Industry relevant curriculum<\/li>\n\n\n\n<li>Certified Instructor<\/li>\n\n\n\n<li>Practice life lessons<\/li>\n\n\n\n<li>projects in action<\/li>\n\n\n\n<li>On demand or live classes<\/li>\n\n\n\n<li>Interviewing skills training<\/li>\n\n\n\n<li>Career guidance<\/li>\n\n\n\n<li>Certified<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/placementecosystem.gtracademy.org\/\">100% Placement Assistance<\/a><\/strong><\/li>\n<\/ul>\n\n\n\n<p>The best training is the one that gives you opportunities to solve problems, not just to study theory.<\/p>\n\n\n\n<p>If you want expert-led training, hands-on projects, interview preparation, career support and 100% Placement Assistance then you might want to check out <strong><a href=\"https:\/\/gtracademy.org\/\">GTR Academy<\/a><\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/span><strong>Frequently Asked Questions<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_What_is_the_first_step_of_Data_Science_Project\"><\/span><strong>1. What is the first step of Data Science Project?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Step 1: Clarify the problem. This includes defining the business goal, data requirements, and success criteria.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Why_do_we_have_to_clean_data_for_a_Data_Science_project\"><\/span><strong>2. Why do we have to clean data for a Data Science project?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Data cleaning is the process of improving the data quality before analysis and modeling by managing missing, duplicate, inconsistent or incorrect data.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Tools_for_Data_Science_Project\"><\/span><strong>3. Tools for Data Science Project<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>These are the most used Python, SQL, Pandas, NumPy, Matplotlib, Seaborn and machine learning libraries like Scikit-learn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Is_it_good_for_a_beginner_to_work_on_live_projects_in_learning_Data_Science\"><\/span><strong>4. Is it good for a beginner to work on live projects in learning Data Science?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Yes. Beginner-friendly, hands-on projects using statistics, programming, data analytics, and machine learning concepts address real-world problems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_The_usefulness_of_a_Data_Science_Course_for_Project_Based_Learning\"><\/span><strong>5. The usefulness of a Data Science Course for Project Based Learning?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Yeah. \u2022 Hands on exercises \u2022 Real life projects \u2022 Model building and evaluation \u2022 Project presentation A good data science course should have all these points.<\/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_How_Does_SAP_SD_Work_in_SAP_S4HANA_2026_What_Is_Included_in_an_SAP_MM_Course_Syllabus_2026\"><\/span><strong>Recommended Blogs:<\/strong><br><strong><a href=\"https:\/\/gtracademy.org\/blog\/sap-sd-work-in-sap-s-4hana\/\"><\/a><a href=\"https:\/\/gtracademy.org\/blog\/sap-sd-work-in-sap-s-4hana\/\">How Does SAP SD Work in SAP S\/4HANA? 2026<\/a><\/strong><br><a href=\"https:\/\/gtracademy.org\/blog\/sap-mm-module-course-syllabus\/\"><strong><\/strong><\/a><strong><a href=\"https:\/\/gtracademy.org\/blog\/sap-mm-module-course-syllabus\/\"><strong><\/strong><\/a><a href=\"https:\/\/gtracademy.org\/blog\/sap-mm-module-course-syllabus\/\"><strong>What Is Included in an SAP MM Course Syllabus? 2026<\/strong><\/a><\/strong><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><strong>Conclusion<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data Science Project provides a clear path from problem identification to working solution. The art of defining the problem, preparing data, analyzing patterns, building models, evaluating outcomes and implementing the solution is what data science is in practice. Search for a course that has strong fundamentals and practical projects that will enable you to confidently implement these stages.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Successful data science project is more than simply building machine learning model. This is a systematic process of transforming a business problem into useful information. Each phase has a purpose from gathering data, to deploying and monitoring a solution. These steps will help the learners get stuck into a Data Science Project with more confidence [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":47816,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[54],"tags":[111,1479,2010],"class_list":{"0":"post-47815","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-data-science-project"},"_links":{"self":[{"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/posts\/47815","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=47815"}],"version-history":[{"count":2,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/posts\/47815\/revisions"}],"predecessor-version":[{"id":47818,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/posts\/47815\/revisions\/47818"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/media\/47816"}],"wp:attachment":[{"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/media?parent=47815"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/categories?post=47815"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gtracademy.org\/blog\/wp-json\/wp\/v2\/tags?post=47815"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}