{"id":24188,"date":"2025-11-28T10:08:11","date_gmt":"2025-11-28T10:08:11","guid":{"rendered":"https:\/\/gtracademy.org\/?p=24188"},"modified":"2025-11-28T10:10:51","modified_gmt":"2025-11-28T10:10:51","slug":"how-do-beginners-start-learning-data-science","status":"publish","type":"post","link":"https:\/\/gtracademy.org\/staging\/how-do-beginners-start-learning-data-science\/","title":{"rendered":"How Do Beginners Start Learning Data Science in 2025? Best Roadmap for Freshers"},"content":{"rendered":"<p data-start=\"505\" data-end=\"784\">You are not alone and you\u2019re definitely not late if you\u2019re thinking about stepping into the world of Data Science in 2025. In fact, the timing could not be better. Data is the new oil, and those who know how to extract meaning from it are the digital-age gold miners. <strong>How\u00a0Do Beginners Start Learning <a href=\"https:\/\/gtracademy.org\/data-science-ai-course-online-with-ml-dl-nlp\/\">Data Science<\/a> in 2025<\/strong><\/p>\n<p data-start=\"786\" data-end=\"978\">Whether you\u2019re a student, a working professional, or someone planning a career switch, data science is open to anyone willing to learn\u00a0yes, even if you&#8217;re from a non-tech background.<\/p>\n<p data-start=\"980\" data-end=\"1004\">But the big question is:<\/p>\n<p data-start=\"1006\" data-end=\"1153\">Let\u2019s break it down step-by-step with a practical, flexible, beginner-friendly roadmap.<\/p>\n<p data-start=\"1006\" data-end=\"1153\"><strong><span style=\"font-size: 18pt;\">Connect With Us:<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=\"noopener\"><span style=\"color: #339966;\"> WhatsApp<\/span><\/a><\/span><\/strong><\/p>\n<p data-start=\"1006\" data-end=\"1153\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-24190\" src=\"https:\/\/gtracademy.org\/wp-content\/uploads\/2025\/11\/Gtr-academy-33.webp\" alt=\"How Do Beginners Start Learning Data Science in 2025? \" width=\"1050\" height=\"600\" srcset=\"https:\/\/gtracademy.org\/staging\/wp-content\/uploads\/2025\/11\/Gtr-academy-33.webp 1050w, https:\/\/gtracademy.org\/staging\/wp-content\/uploads\/2025\/11\/Gtr-academy-33-300x171.webp 300w, https:\/\/gtracademy.org\/staging\/wp-content\/uploads\/2025\/11\/Gtr-academy-33-1024x585.webp 1024w, https:\/\/gtracademy.org\/staging\/wp-content\/uploads\/2025\/11\/Gtr-academy-33-768x439.webp 768w\" sizes=\"(max-width: 1050px) 100vw, 1050px\" \/><\/p>\n<h2 data-start=\"1160\" data-end=\"1198\"><strong data-start=\"1162\" data-end=\"1198\">Start With the WHY Not the HOW<\/strong><\/h2>\n<p data-start=\"1200\" data-end=\"1279\">Before jumping into Python tutorials and machine learning videos, ask yourself:<\/p>\n<p data-start=\"1281\" data-end=\"1321\"><strong data-start=\"1281\" data-end=\"1321\">Why do I want to learn Data Science?<\/strong><\/p>\n<p data-start=\"1323\" data-end=\"1337\">Is it because:<\/p>\n<ul data-start=\"1339\" data-end=\"1501\">\n<li data-start=\"1339\" data-end=\"1399\">\n<p data-start=\"1341\" data-end=\"1399\">You\u2019ve seen the attractive Data Scientist salary trends?<\/p>\n<\/li>\n<li data-start=\"1400\" data-end=\"1449\">\n<p data-start=\"1402\" data-end=\"1449\">You want to shift into a future-proof career?<\/p>\n<\/li>\n<li data-start=\"1450\" data-end=\"1501\">\n<p data-start=\"1452\" data-end=\"1501\">You love solving problems and analyzing things?<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1503\" data-end=\"1636\">Knowing your \u201cWHY\u201d keeps you motivated when learning becomes challenging which it will, but trust me, <strong data-start=\"1607\" data-end=\"1635\">it\u2019s completely worth it<\/strong>.<\/p>\n<h2 data-start=\"1643\" data-end=\"1699\"><strong data-start=\"1645\" data-end=\"1699\">Step-by-Step Roadmap to Learn Data Science in 2025<\/strong><\/h2>\n<h3 data-start=\"1701\" data-end=\"1763\"><strong data-start=\"1704\" data-end=\"1763\">1. Build a Basic Understanding of Data Science Concepts<\/strong><\/h3>\n<p data-start=\"1765\" data-end=\"1805\">Start by understanding the fundamentals:<\/p>\n<ul data-start=\"1807\" data-end=\"1939\">\n<li data-start=\"1807\" data-end=\"1832\">\n<p data-start=\"1809\" data-end=\"1832\">What is Data Science?<\/p>\n<\/li>\n<li data-start=\"1833\" data-end=\"1897\">\n<p data-start=\"1835\" data-end=\"1897\">What do Data Analysts, Data Scientists, and ML Engineers do?<\/p>\n<\/li>\n<li data-start=\"1898\" data-end=\"1939\">\n<p data-start=\"1900\" data-end=\"1939\">What types of problems do they solve?<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1941\" data-end=\"2110\">Watch beginner-friendly YouTube videos or explore <strong data-start=\"1991\" data-end=\"2013\">Reddit discussions<\/strong> like \u201cHow do beginners start learning data science in 2025?\u201d to get real insights from learners.<\/p>\n<h3 data-start=\"2117\" data-end=\"2162\"><strong data-start=\"2120\" data-end=\"2162\">2. Learn Python Your New Best Friend<\/strong><\/h3>\n<p data-start=\"2164\" data-end=\"2257\">Python is the most popular language for Data Science beginner-friendly, powerful, and free.<\/p>\n<p data-start=\"2259\" data-end=\"2285\">Start with platforms like:<\/p>\n<ul data-start=\"2287\" data-end=\"2458\">\n<li data-start=\"2287\" data-end=\"2370\">\n<p data-start=\"2289\" data-end=\"2370\"><strong data-start=\"2289\" data-end=\"2327\">Learn Python for Data Science free<\/strong> (YouTube)<\/p>\n<\/li>\n<li data-start=\"2371\" data-end=\"2408\">\n<p data-start=\"2373\" data-end=\"2408\"><strong data-start=\"2373\" data-end=\"2406\">Data Camp Data Science courses<\/strong><\/p>\n<\/li>\n<li data-start=\"2409\" data-end=\"2458\">\n<p data-start=\"2411\" data-end=\"2458\"><strong data-start=\"2411\" data-end=\"2456\">IBM Data Science Professional Certificate<\/strong><\/p>\n<\/li>\n<\/ul>\n<p data-start=\"2460\" data-end=\"2538\">Once basics are clear (loops, functions, lists), learn data-science libraries:<\/p>\n<ul data-start=\"2540\" data-end=\"2660\">\n<li data-start=\"2540\" data-end=\"2574\">\n<p data-start=\"2542\" data-end=\"2574\"><strong data-start=\"2542\" data-end=\"2552\">Pandas<\/strong>\u00a0for data handling<\/p>\n<\/li>\n<li data-start=\"2575\" data-end=\"2616\">\n<p data-start=\"2577\" data-end=\"2616\"><strong data-start=\"2577\" data-end=\"2586\">NumPy<\/strong>\u00a0for numerical computation<\/p>\n<\/li>\n<li data-start=\"2617\" data-end=\"2660\">\n<p data-start=\"2619\" data-end=\"2660\"><strong data-start=\"2619\" data-end=\"2633\">Matplotlib<\/strong>\u00a0for data visualization<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"2667\" data-end=\"2714\"><strong data-start=\"2670\" data-end=\"2714\">3. Understand Statistics and Probability<\/strong><\/h3>\n<p data-start=\"2716\" data-end=\"2794\">Data Science is not only about coding. It\u2019s also about <strong data-start=\"2771\" data-end=\"2793\">explaining numbers<\/strong>.<\/p>\n<p data-start=\"2796\" data-end=\"2805\">Focus on:<\/p>\n<ul data-start=\"2807\" data-end=\"2917\">\n<li data-start=\"2807\" data-end=\"2829\">\n<p data-start=\"2809\" data-end=\"2829\">Mean, median, mode<\/p>\n<\/li>\n<li data-start=\"2830\" data-end=\"2862\">\n<p data-start=\"2832\" data-end=\"2862\">Variance, standard deviation<\/p>\n<\/li>\n<li data-start=\"2863\" data-end=\"2894\">\n<p data-start=\"2865\" data-end=\"2894\">Probability &amp; distributions<\/p>\n<\/li>\n<li data-start=\"2895\" data-end=\"2917\">\n<p data-start=\"2897\" data-end=\"2917\">Hypothesis testing<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"2919\" data-end=\"2979\">This helps you understand <strong data-start=\"2945\" data-end=\"2964\">why models work<\/strong>, not just how.<\/p>\n<h3 data-start=\"2986\" data-end=\"3020\"><strong data-start=\"2989\" data-end=\"3020\">4. Learn Data Visualization<\/strong><\/h3>\n<p data-start=\"3022\" data-end=\"3077\">Data Visualization helps you tell stories through data.<\/p>\n<p data-start=\"3079\" data-end=\"3094\">Tools to learn:<\/p>\n<ul data-start=\"3096\" data-end=\"3183\">\n<li data-start=\"3096\" data-end=\"3135\">\n<p data-start=\"3098\" data-end=\"3135\"><strong data-start=\"3098\" data-end=\"3124\">Matplotlib and Seaborn<\/strong> (Python)<\/p>\n<\/li>\n<li data-start=\"3136\" data-end=\"3183\">\n<p data-start=\"3138\" data-end=\"3183\"><strong data-start=\"3138\" data-end=\"3161\">Tableau or Power BI<\/strong> (corporate favorites)<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"3190\" data-end=\"3234\"><strong data-start=\"3193\" data-end=\"3234\">5. Get Introduced to Machine Learning<\/strong><\/h3>\n<p data-start=\"3236\" data-end=\"3287\">Now comes the exciting part <strong data-start=\"3266\" data-end=\"3286\">Machine Learning<\/strong>.<\/p>\n<p data-start=\"3289\" data-end=\"3332\">Start with beginner-friendly ML algorithms:<\/p>\n<ul data-start=\"3334\" data-end=\"3445\">\n<li data-start=\"3334\" data-end=\"3355\">\n<p data-start=\"3336\" data-end=\"3355\">Linear Regression<\/p>\n<\/li>\n<li data-start=\"3356\" data-end=\"3379\">\n<p data-start=\"3358\" data-end=\"3379\">Logistic Regression<\/p>\n<\/li>\n<li data-start=\"3380\" data-end=\"3398\">\n<p data-start=\"3382\" data-end=\"3398\">Decision Trees<\/p>\n<\/li>\n<li data-start=\"3399\" data-end=\"3422\">\n<p data-start=\"3401\" data-end=\"3422\">K-Nearest Neighbors<\/p>\n<\/li>\n<li data-start=\"3423\" data-end=\"3445\">\n<p data-start=\"3425\" data-end=\"3445\">K-Means Clustering<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3447\" data-end=\"3569\">Use platforms like <strong data-start=\"3466\" data-end=\"3476\">Kaggle<\/strong> for hands-on practice.<br data-start=\"3499\" data-end=\"3502\" \/>It\u2019s a playground filled with real-world datasets and competitions.<\/p>\n<h3 data-start=\"3576\" data-end=\"3624\"><strong data-start=\"3579\" data-end=\"3624\">6. Build Projects the Real Game Changer<\/strong><\/h3>\n<p data-start=\"3626\" data-end=\"3680\">In 2025, companies value <strong data-start=\"3651\" data-end=\"3679\">skills over certificates<\/strong>.<\/p>\n<p data-start=\"3682\" data-end=\"3724\">Even small projects make a big difference:<\/p>\n<ul data-start=\"3726\" data-end=\"3848\">\n<li data-start=\"3726\" data-end=\"3774\">\n<p data-start=\"3728\" data-end=\"3774\">Predict house prices using linear regression<\/p>\n<\/li>\n<li data-start=\"3775\" data-end=\"3805\">\n<p data-start=\"3777\" data-end=\"3805\">Twitter sentiment analysis<\/p>\n<\/li>\n<li data-start=\"3806\" data-end=\"3848\">\n<p data-start=\"3808\" data-end=\"3848\">Churn prediction for telecom customers<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3850\" data-end=\"3905\">Projects help you apply theory in real-world scenarios.<\/p>\n<h3 data-start=\"3912\" data-end=\"3960\"><strong data-start=\"3915\" data-end=\"3960\">7. Create a Portfolio &amp; LinkedIn Presence<\/strong><\/h3>\n<ul data-start=\"3962\" data-end=\"4069\">\n<li data-start=\"3962\" data-end=\"3994\">\n<p data-start=\"3964\" data-end=\"3994\">Build a <strong data-start=\"3972\" data-end=\"3982\">GitHub<\/strong> portfolio<\/p>\n<\/li>\n<li data-start=\"3995\" data-end=\"4034\">\n<p data-start=\"3997\" data-end=\"4034\">Share your projects on <strong data-start=\"4020\" data-end=\"4032\">LinkedIn<\/strong><\/p>\n<\/li>\n<li data-start=\"4035\" data-end=\"4069\">\n<p data-start=\"4037\" data-end=\"4069\">Engage with the data community<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4071\" data-end=\"4111\">Employers love <strong data-start=\"4086\" data-end=\"4110\">self-driven learners<\/strong>.<\/p>\n<h3 data-start=\"4118\" data-end=\"4185\"><strong data-start=\"4121\" data-end=\"4185\">8. Choose a Learning Path Self-Learning or Guided Training<\/strong><\/h3>\n<p data-start=\"4187\" data-end=\"4308\">You can learn on your own.<br data-start=\"4213\" data-end=\"4216\" \/>Or you can accelerate your journey through a structured, instructor-led Data Science course.<\/p>\n<p data-start=\"4310\" data-end=\"4349\">This is where <a href=\"https:\/\/gtracademy.org\/\"><strong data-start=\"4324\" data-end=\"4339\">GTR Academy<\/strong><\/a> comes in.<\/p>\n<h2 data-start=\"4356\" data-end=\"4410\"><strong data-start=\"4358\" data-end=\"4410\">Why Choose GTR Academy for Data Science in 2025?<\/strong><\/h2>\n<p data-start=\"4412\" data-end=\"4515\">GTR Academy is one of the leading online learning institutes for <strong data-start=\"4477\" data-end=\"4499\">job-ready training<\/strong>, especially in:<\/p>\n<ul data-start=\"4517\" data-end=\"4581\">\n<li data-start=\"4517\" data-end=\"4533\">\n<p data-start=\"4519\" data-end=\"4533\">Data Science<\/p>\n<\/li>\n<li data-start=\"4534\" data-end=\"4541\">\n<p data-start=\"4536\" data-end=\"4541\">SAP<\/p>\n<\/li>\n<li data-start=\"4542\" data-end=\"4581\">\n<p data-start=\"4544\" data-end=\"4581\">Professional certification programs<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4583\" data-end=\"4607\">Their strengths include:<\/p>\n<ul data-start=\"4609\" data-end=\"4738\">\n<li data-start=\"4609\" data-end=\"4636\">\n<p data-start=\"4611\" data-end=\"4636\">Expert-led live classes<\/p>\n<\/li>\n<li data-start=\"4637\" data-end=\"4674\">\n<p data-start=\"4639\" data-end=\"4674\">Practical, project-based learning<\/p>\n<\/li>\n<li data-start=\"4675\" data-end=\"4708\">\n<p data-start=\"4677\" data-end=\"4708\">Career guidance &amp; job support<\/p>\n<\/li>\n<li data-start=\"4709\" data-end=\"4738\">\n<p data-start=\"4711\" data-end=\"4738\">Industry-level curriculum<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4740\" data-end=\"4804\">They help learners build <strong data-start=\"4765\" data-end=\"4780\">real skills<\/strong>, not just certificates.<\/p>\n<h2 data-start=\"4811\" data-end=\"4848\"><strong data-start=\"4813\" data-end=\"4848\">Helpful Tips to Stay Consistent<\/strong><\/h2>\n<ul data-start=\"4850\" data-end=\"5066\">\n<li data-start=\"4850\" data-end=\"4897\">\n<p data-start=\"4852\" data-end=\"4897\">Practice daily (even 30 minutes is enough).<\/p>\n<\/li>\n<li data-start=\"4898\" data-end=\"4917\">\n<p data-start=\"4900\" data-end=\"4917\">Set mini goals.<\/p>\n<\/li>\n<li data-start=\"4918\" data-end=\"4971\">\n<p data-start=\"4920\" data-end=\"4971\">Join online communities (Kaggle, GitHub, Reddit).<\/p>\n<\/li>\n<li data-start=\"4972\" data-end=\"5012\">\n<p data-start=\"4974\" data-end=\"5012\">Follow a clear Data Science roadmap.<\/p>\n<\/li>\n<li data-start=\"5013\" data-end=\"5066\">\n<p data-start=\"5015\" data-end=\"5066\">Don\u2019t quit because it\u2019s hard it\u2019s supposed to be!<\/p>\n<\/li>\n<\/ul>\n<h2 data-start=\"5073\" data-end=\"5136\"><strong data-start=\"5075\" data-end=\"5136\">How Long Does It Take to Learn Data Science from Scratch?<\/strong><\/h2>\n<p data-start=\"5138\" data-end=\"5161\">With consistent effort:<\/p>\n<ul data-start=\"5163\" data-end=\"5275\">\n<li data-start=\"5163\" data-end=\"5199\">\n<p data-start=\"5165\" data-end=\"5199\"><strong data-start=\"5165\" data-end=\"5186\">Basic Foundation:<\/strong> 2\u20133 months<\/p>\n<\/li>\n<li data-start=\"5200\" data-end=\"5237\">\n<p data-start=\"5202\" data-end=\"5237\"><strong data-start=\"5202\" data-end=\"5224\">Beginner Projects:<\/strong> 4\u20136 months<\/p>\n<\/li>\n<li data-start=\"5238\" data-end=\"5275\">\n<p data-start=\"5240\" data-end=\"5275\"><strong data-start=\"5240\" data-end=\"5261\">Job-Ready Skills:<\/strong> 9\u201312 months<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"5277\" data-end=\"5340\">Everyone learns differently, so enjoy the journey don\u2019t rush.<\/p>\n<h2 data-start=\"5347\" data-end=\"5400\"><strong data-start=\"5349\" data-end=\"5400\">Top 10 FAQs About Learning Data Science in 2025<\/strong><\/h2>\n<h3 data-start=\"5402\" data-end=\"5468\"><strong data-start=\"5406\" data-end=\"5466\">1. How do beginners start learning Data Science in 2025?<\/strong><\/h3>\n<p data-start=\"5469\" data-end=\"5541\">Start with Python basics, statistics, data analysis, and small projects.<\/p>\n<h3 data-start=\"5543\" data-end=\"5590\"><strong data-start=\"5547\" data-end=\"5588\">2. Can I learn Data Science for free?<\/strong><\/h3>\n<p data-start=\"5591\" data-end=\"5665\">Yes! YouTube, Kaggle, GitHub, Google, and IBM courses offer free learning.<\/p>\n<h3 data-start=\"5667\" data-end=\"5708\"><strong data-start=\"5671\" data-end=\"5706\">3. Do I need coding experience?<\/strong><\/h3>\n<p data-start=\"5709\" data-end=\"5776\">No. You can start from zero, but must eventually learn Python or R.<\/p>\n<h3 data-start=\"5778\" data-end=\"5827\"><strong data-start=\"5782\" data-end=\"5825\">4. How long to become a Data Scientist?<\/strong><\/h3>\n<p data-start=\"5828\" data-end=\"5875\">Typically, 9\u201312 months with consistent practice.<\/p>\n<h3 data-start=\"5877\" data-end=\"5944\"><strong data-start=\"5881\" data-end=\"5942\">5. Which is better: Data Camp, Coursera, or self-learning?<\/strong><\/h3>\n<p data-start=\"5945\" data-end=\"6040\">Depends on your style. Self-learning gives freedom; Coursera\/Data Camp give structured learning.<\/p>\n<h3 data-start=\"6042\" data-end=\"6097\"><strong data-start=\"6046\" data-end=\"6095\">6. How to become a Data Scientist after 12th?<\/strong><\/h3>\n<p data-start=\"6098\" data-end=\"6206\">Start with Python, basic math, and choose degrees like BCA, CS, or Economics. Online certificates also help.<\/p>\n<h3 data-start=\"6208\" data-end=\"6272\"><strong data-start=\"6212\" data-end=\"6270\">7. What is the average Data Scientist salary in India?<\/strong><\/h3>\n<p data-start=\"6273\" data-end=\"6344\">Freshers earn <strong data-start=\"6287\" data-end=\"6299\">6\u201312 LPA<\/strong>, experienced professionals earn <strong data-start=\"6332\" data-end=\"6343\">20+ LPA<\/strong>.<\/p>\n<h3 data-start=\"6346\" data-end=\"6402\"><strong data-start=\"6350\" data-end=\"6400\">8. Is Data Science hard for non-tech students?<\/strong><\/h3>\n<p data-start=\"6403\" data-end=\"6469\">Not at all! With proper guidance and consistency, it\u2019s achievable.<\/p>\n<h3 data-start=\"6471\" data-end=\"6529\"><strong data-start=\"6475\" data-end=\"6527\">9. Do I need a degree to get a Data Science job?<\/strong><\/h3>\n<p data-start=\"6530\" data-end=\"6596\">Not necessarily. Skills, portfolio, and real projects matter more.<\/p>\n<h3 data-start=\"6598\" data-end=\"6652\"><strong data-start=\"6602\" data-end=\"6650\">10. Is Data Science still in demand in 2025?<\/strong><\/h3>\n<p data-start=\"6653\" data-end=\"6727\">Absolutely! It\u2019s booming in healthcare, finance, e-commerce, AI, and more.<\/p>\n<p data-start=\"6653\" data-end=\"6727\"><strong><span style=\"font-size: 18pt;\">Connect With Us:<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=\"noopener\"><span style=\"color: #339966;\"> WhatsApp<\/span><\/a><\/span><\/strong><\/p>\n<h2 data-start=\"6734\" data-end=\"6754\"><strong data-start=\"6736\" data-end=\"6754\">Final Thoughts<\/strong><\/h2>\n<p data-start=\"6756\" data-end=\"6990\"><strong>Learning <a href=\"https:\/\/gtracademy.org\/generative-ai-course-online-training-with-certification\/\">Data Science<\/a> in 2025<\/strong> is not just about acquiring a new skill it\u2019s about future-proofing your career. Whether you\u2019re a fresher, working professional, or someone restarting your journey, this field has huge opportunities.<\/p>\n<p data-start=\"6992\" data-end=\"7177\">The journey may seem long, but with the right roadmap, structured practice, and platforms like <a href=\"https:\/\/gtracademy.org\/\"><strong data-start=\"7087\" data-end=\"7102\">GTR Academy<\/strong><\/a>, you can build a strong foundation and unlock global career opportunities.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>You are not alone and you\u2019re definitely not late if you\u2019re thinking about stepping into the world of Data Science in 2025. In fact, the timing could not be better. Data is the new oil, and those who know how to extract meaning from it are the digital-age gold miners. How\u00a0Do Beginners Start Learning Data&#8230;<\/p>\n","protected":false},"author":5,"featured_media":24190,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"default","_kad_post_title":"default","_kad_post_layout":"default","_kad_post_sidebar_id":"","_kad_post_content_style":"default","_kad_post_vertical_padding":"default","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[1427],"tags":[2292,2294,2295,2293,2285],"class_list":["post-24188","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","tag-data-science-2025","tag-data-science-roadmap","tag-how-to-start-data-science","tag-learn-data-science-for-beginners","tag-python-for-data-science"],"_links":{"self":[{"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/posts\/24188","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/comments?post=24188"}],"version-history":[{"count":0,"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/posts\/24188\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/media\/24190"}],"wp:attachment":[{"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/media?parent=24188"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/categories?post=24188"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gtracademy.org\/staging\/wp-json\/wp\/v2\/tags?post=24188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}