{"id":10901,"date":"2025-09-11T15:54:51","date_gmt":"2025-09-11T10:24:51","guid":{"rendered":"https:\/\/www.scaler.com\/blog\/?p=10901"},"modified":"2026-04-17T10:32:52","modified_gmt":"2026-04-17T05:02:52","slug":"best-data-science-course","status":"publish","type":"post","link":"https:\/\/www.scaler.com\/blog\/best-data-science-course\/","title":{"rendered":"7 Best Data Science Courses Online in India"},"content":{"rendered":"\n<p>Most students, and even working professionals, already understand the benefits of gaining expertise in data science. Every year, a new statistic highlights the surge in job opportunities in this field, and why not?<\/p>\n\n\n\n<p>Imagine having access to a vast pool of data that can help you create or improve a product desired by millions. Analyzing that very data would be your job. Sounds exciting, but working with data requires strong technical skills and constant learning.<\/p>\n\n\n\n<p>For several years now, data science has consistently ranked among the most in-demand career paths. From tech giants to startups, companies across industries rely on data to make necessary decisions, enhance products, and drive growth.&nbsp;<\/p>\n\n\n\n<p>As a result, professionals skilled in data analysis, machine learning, and AI are not only in high demand but are also rewarded with attractive salaries and career opportunities.<\/p>\n\n\n\n<!DOCTYPE html>\n<html>\n  <head>\n    <title>Hello World!<\/title>\n    <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n    <link rel=\"preconnect\" href=\"https:\/\/fonts.gstatic.com\" crossorigin>\n    <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Lato:wght@400;600;700&#038;display=swap\" rel=\"stylesheet\">\n    <style>\n      .iitr_banner_container {\n        font-family: lato;\n        display: flex;\n        flex-direction: row;\n        justify-content: space-between;\n        border-radius: 16px;\n        background: linear-gradient(88deg, #19000F 24.45%, #66003F 83.33%);\n        position: relative;\n\n        @media (max-width: 768px) {\n          min-height: 450px;\n          overflow: hidden;\n          flex-direction: column;\n        }\n      }\n      .iitr_banner_content {\n        display: flex;\n        flex-direction: column;\n        align-items: flex-start;\n        justify-content: center;\n        padding: 20px;\n        max-width: 50%;\n\n        @media (max-width: 768px) {\n          max-width: 100%;\n        }\n      }\n      .iitr_banner_title {\n        font-size: 24px;\n        font-weight: bold;\n        color: #FFFFFF;\n\n        @media (max-width: 768px) {\n          font-size: 20px;\n        }\n      }\n      .iitr_banner_title_highlight {\n        color: #FF0071;\n      }\n      .iitr_banner_subtitle {\n        font-size: 14px;\n        color: #FFFFFF;\n        margin: 10px 0;\n      }\n      .iitr_banner_btn {\n        display: flex;\n        justify-content: center;\n        align-items: center;\n        padding: 8px 48px;\n        background-color: #F8F9F9;\n        border-radius: 8px;\n        border: 1px solid #E3E8E8;\n        font-size: 1.4rem;\n        font-weight: 600;\n        color: #0D3231;\n        text-decoration: none;\n        margin-top: 16px;\n\n        @media (max-width: 768px) {\n          padding: 8px 32px;\n        }\n      }\n      .iitr_banner_image {\n        position: absolute;\n        bottom: 0;\n        right: 0;\n\n        @media (max-width: 768px) {\n          right: auto;\n          object-fit: cover;\n          min-width: 100%\n        }\n      }\n      .iitr_banner_image_logo {\n        margin-bottom: 16px;\n        \n        @media (max-width: 768px) {\n          width: 240px;\n        }\n      }\n\n      \/* Responsive visibility utilities *\/\n      .show-in-mobile {\n        display: none;\n      }\n      .hide-in-mobile {\n        display: block;\n      }\n\n      \/* Mobile breakpoint (768px and below) *\/\n      @media (max-width: 768px) {\n        .show-in-mobile {\n          display: block;\n        }\n        .hide-in-mobile {\n          display: none;\n        }\n      }\n    <\/style>\n  <\/head>\n  <body>\n      <div class=\"iitr_banner_container\">\n        <div class=\"iitr_banner_content\">\n          <img decoding=\"async\" src=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/176\/281\/original\/Frame_1430102419.svg?1769058073\" class=\"iitr_banner_image_logo\" \/>\n          <div class=\"iitr_banner_title\">\n            AI Engineering Course Advanced Certification by \n            <span class=\"iitr_banner_title_highlight\">\n              IIT-Roorkee CEC\n            <\/span>\n          <\/div>\n          <div class=\"iitr_banner_subtitle\">\n            A hands on AI engineering program covering Machine Learning, Generative AI, and LLMs &#8211; designed for working professionals &#038; delivered by IIT Roorkee in collaboration with Scaler.\n          <\/div>\n          <a class=\"iitr_banner_btn\" href=\"#\" id=\"iitr_banner_btn\">Enrol Now<\/a>\n        <\/div>\n        <!-- Desktop Image -->\n        <img decoding=\"async\" class=\"iitr_banner_image hide-in-mobile\" src=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/176\/282\/original\/iitr_2.svg?1769058132\" \/>\n        <!-- Mobile Image -->\n        <img decoding=\"async\" class=\"iitr_banner_image show-in-mobile\" src=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/176\/283\/original\/iitr_2_%281%29.svg?1769059469\" \/>\n      <\/div>\n      <script>\n        document.addEventListener(\"DOMContentLoaded\", () => {\n          const pathParts = location.pathname.split(\"\/\").filter(Boolean);\n          const currentSlug = pathParts.length > 0 ? pathParts[pathParts.length - 1] : \"homepage\";\n          const url = `https:\/\/www.scaler.com\/iit-roorkee-advanced-ai-engineering-course?utm_source=blog&utm_medium=iit_roorkee&utm_content=${currentSlug}`;\n          const btns = document.querySelectorAll(\".iitr_banner_btn\");\n          btns.forEach(btn => {\n            btn.href = url;\n          });\n        });\n      <\/script>\n  <\/body>\n<\/html>\n\n\n\n<p>The bigger question, however, is: \u201cHow do you build a path towards your dream career?\u201d For most people, the first step starts with exploring courses, and rightly so. The right program can not only make your skills credible but also open up multiple career avenues. Whether you want to switch fields, upskill for a promotion, or break into a high-paying data-driven role, choosing the right course is the foundation.<\/p>\n\n\n\n<p>To help you out a little, we\u2019ve rounded up 7 of the best data science courses online in India.&nbsp;<\/p>\n\n\n\n<p>Here are the top programs we&#8217;ll be covering:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Scaler &#8211;  Modern Data Science and ML with specialisation in Al<\/strong><\/li>\n\n\n\n<li><strong>Simplilearn x Purdue Post Graduate Program<\/strong><\/li>\n\n\n\n<li><strong>AlmaBetter Full Stack Data Science Program<\/strong><\/li>\n\n\n\n<li><strong>UpGrad\u2019s Executive PG Program in Data Science<\/strong><\/li>\n\n\n\n<li><strong>IIT Madras BSc Data Science (Online)<\/strong><\/li>\n\n\n\n<li><strong>Great Learning\u2019s Data Science &amp; Engineering Program<\/strong><\/li>\n\n\n\n<li><strong>ExcelR Data Science Certification Program<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Let\u2019s get into each!<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Your growth starts with the right guidance. Join a free session led by experts.<\/h3>\n\n\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n  \n  \n  <title>Scaler Events Carousel<\/title>\n\n  <!-- Swiper CSS -->\n  <link rel=\"stylesheet\" href=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.css\" \/>\n\n  <style>\n    body {\n      font-family: \"Inter\", Arial, sans-serif;\n      background: #ffffff;\n      margin: 0;\n      padding: 50px 20px;\n      color: #0b0b0b;\n    }\n\n    h2 {\n      text-align: center;\n      margin-bottom: 40px;\n      font-weight: 700;\n      color: #0d0d2b;\n    }\n\n    .swiper {\n      width: 100%;\n      max-width: 1200px;\n      margin: auto;\n      padding: 40px 0;\n    }\n\n    .swiper-wrapper {\n      display: flex;\n      align-items: stretch;\n    }\n\n    .swiper-slide {\n      display: flex;\n      height: auto;\n    }\n\n    .scaler-event-card {\n      background: #fff;\n      border-radius: 20px;\n      box-shadow: 0 10px 25px rgba(0, 0, 0, 0.08);\n      overflow: 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background-color: #0066ff;\n      color: #fff;\n      border: none;\n      font-weight: 500;\n      font-size: 14px;\n      cursor: pointer;\n      width: 100%;\n      border-radius: 8px;\n      transition: opacity 0.2s ease;\n    }\n\n    .scaler-join-btn:hover {\n      opacity: 0.9;\n    }\n\n    .swiper-button-prev,\n    .swiper-button-next {\n      color: #0046b7;\n    }\n\n    .swiper-pagination-bullet-active {\n      background: #0046b7;\n    }\n  <\/style>\n<\/head>\n<body>\n  <h2><span class=\"ez-toc-section\" id=\"upcoming-scaler-events\"><\/span>Upcoming Scaler Events<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n  <div class=\"swiper mySwiper\">\n    <div class=\"swiper-wrapper scaler-events\"><\/div>\n    <div class=\"swiper-button-prev\"><\/div>\n    <div class=\"swiper-button-next\"><\/div>\n    <div class=\"swiper-pagination\"><\/div>\n  <\/div>\n\n  <!-- Swiper JS -->\n  <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.js\"><\/script>\n\n  <script>\n    async function initScalerSwiper(container) {\n      const url =\n        \"https:\/\/www.scaler.com\/api\/v4\/events?event_type[]=company&distributor=scaler&type=upcoming&serializer_mode=L2&limit=8\";\n      try {\n        const res = await fetch(url);\n        const json = await res.json();\n        const events = json.data || [];\n        const wrapper = container.querySelector(\".scaler-events\");\n\n        events.forEach((e) => {\n          const attr = e.attributes;\n          const img =\n            attr.custom_data?.image ||\n            attr.custom_data?.banner_thumbnail ||\n            attr.image_url ||\n            \"https:\/\/via.placeholder.com\/400x200?text=Scaler+Event\";\n          const title = attr.title;\n          const instructor = attr.instructor_name || \"TBA\";\n          const start = new Date(attr.start_time).toLocaleString(undefined, {\n            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       clickable: true,\n          },\n          breakpoints: {\n            0: { slidesPerView: 1, slidesPerGroup: 1 },\n            768: { slidesPerView: 2, slidesPerGroup: 2 },\n          },\n        });\n      } catch (err) {\n        console.error(\"Error fetching events\", err);\n      }\n    }\n\n    document.querySelectorAll(\".mySwiper\").forEach(initScalerSwiper);\n\n    document.addEventListener(\"click\", (e) => {\n      if (e.target.classList.contains(\"scaler-join-btn\")) {\n        const link = e.target.getAttribute(\"data-link\");\n        if (link) window.open(link, \"_blank\");\n      }\n    });\n  <\/script>\n<\/body>\n<\/html>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"top-7-data-science-courses-in-india-2025\"><\/span><strong>Top 7 Data Science Courses in India 2025<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Here\u2019s our curated list based on course depth, mode of delivery, and real student feedback.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Scaler &#8211; <\/strong>Modern Data Science and ML  with<br>specialisation in Al<\/h3>\n\n\n\n<p>The <a href=\"https:\/\/www.scaler.com\/data-science-course\/\" target=\"_blank\" rel=\"noreferrer noopener\">Scaler Data Science &amp; Machine Learning Program<\/a> is designed for both beginners and working professionals. Whether you are a fresher looking to break into the data industry or a mid-career professional aiming to upskill, this program is developed to give students a learning experience to help them become industry-ready.&nbsp;<\/p>\n\n\n\n<p>Students are assessed through an <a href=\"https:\/\/www.scaler.com\/topics\/course\/AptitudeNSET\/\" target=\"_blank\" rel=\"noreferrer noopener\">entrance test<\/a> (NSET) and then placed into beginner, intermediate, or advanced tracks depending on their coding experience. This score is considered so that students get the right pace and depth of teaching, so they don\u2019t have to worry about the program being too advanced or too basic.<\/p>\n\n\n\n<p>The program is developed using industry-driven curriculum and mentorship models. The syllabus begins with essentials like Python, SQL, and statistics before progressing into advanced topics such as machine learning, deep learning, NLP, MLOps, and model deployment.&nbsp;<\/p>\n\n\n\n<p>Learners work on 50+ real-world projects and case studies inspired by companies like Uber and Facebook, so that they are able to build a strong portfolio along the way. In addition, Scaler provides live instruction from experienced data scientists, 1:1 mentorship, and a supportive peer community.&nbsp;<\/p>\n\n\n\n<p>The program also includes career services like resume reviews, mock interviews, and placement support through Scaler\u2019s network of 600+ partner companies. Many alumni have reported significant career growth, with average salary hikes exceeding 100%.<\/p>\n\n\n\n<p><strong>Certification, Duration, Cost<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Duration<\/strong>: 15 months (can be shorter for advanced learners)<\/li>\n\n\n\n<li><strong>Certification<\/strong>: Lifetime recognition certificate upon completion<\/li>\n<\/ul>\n\n\n\n<p><strong>Also Read: <\/strong><a href=\"https:\/\/www.scaler.com\/topics\/scaler-academy-real-reviews-scaler-fees-what-you-are-really-paying-for\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Scaler\u2019s Fees: What You\u2019re Really Paying For<\/strong><\/a><\/p>\n\n\n\n<p><strong>Key Highlights<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Personalized tracks for different learner levels<\/li>\n\n\n\n<li>Strong industry-aligned curriculum with hands-on projects<\/li>\n\n\n\n<li>1:1 mentorship and peer community backing<\/li>\n\n\n\n<li>Provides placement assistance after program completion<\/li>\n<\/ul>\n\n\n\n<p>Ready to accelerate your career in data science? Explore the <a href=\"https:\/\/www.scaler.com\/data-science-course\/\" target=\"_blank\" rel=\"noreferrer noopener\">Scaler Data Science &amp; Machine Learning Program<\/a> and take your first step toward becoming industry-ready.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Simplilearn x Purdue Post Graduate Program<\/strong><\/h3>\n\n\n\n<p>The Post Graduate Program in<a href=\"https:\/\/www.purdue.edu\/online\/partnerships_old\/simplilearn-post-graduate-programs\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"> <\/a>Data Science by Simplilearn is offered in collaboration with Purdue University and IBM. The program is designed for working professionals, and the course allows learners to upskill without taking a career break.&nbsp;<\/p>\n\n\n\n<p>The curriculum combines core concepts of data science with applied projects, so that participants get exposure to both theory and real-world use cases.<\/p>\n\n\n\n<p>Learners wanting to build an academic foundation also benefit from dual recognition, joint certification from Purdue University and Simplilearn, along with additional industry-aligned inputs from IBM.&nbsp;<\/p>\n\n\n\n<p>The program duration is around 12 months, with fees typically ranging between.<\/p>\n\n\n\n<p><strong>Key Highlights:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Joint certification from Purdue University and Simplilearn<\/li>\n\n\n\n<li>IBM collaboration for projects and case studies<\/li>\n\n\n\n<li>12-month online program with live + self-paced learning<\/li>\n\n\n\n<li>Career support and Purdue alumni network access<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Turn your curiosity into action. Join our free live masterclasses.<\/h3>\n\n\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\" \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\" \/>\n\n    <link rel=\"stylesheet\" href=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.css\" \/>\n    <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.js\"><\/script>\n\n    <style>\n      :root {\n        --scaler-primary: #1a56db;\n        --scaler-primary-dark: #1e429f;\n        --scaler-primary-light: #e1effe;\n        --scaler-accent: #f97316;\n        --scaler-bg: #f8fafc;\n        --scaler-card-bg: #ffffff;\n        --scaler-text-primary: #0f172a;\n        --scaler-text-secondary: #64748b;\n        --scaler-text-muted: #94a3b8;\n        --scaler-border: #e2e8f0;\n        --scaler-shadow: 0 4px 6px -1px rgb(0 0 0 \/ 0.07), 0 2px 4px -2px rgb(0 0 0 \/ 0.07);\n        --scaler-shadow-lg: 0 20px 25px -5px rgb(0 0 0 \/ 0.08), 0 8px 10px -6px rgb(0 0 0 \/ 0.08);\n        --scaler-radius: 0;\n        --scaler-radius-sm: 0;\n      }\n\n      * { box-sizing: border-box; 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transform: scale(1); }\n        50% { opacity: 0.6; transform: scale(1.2); }\n      }\n\n      .scaler-events-header__title {\n        font-size: clamp(28px, 5vw, 42px);\n        font-weight: 700;\n        color: var(--scaler-text-primary);\n        margin: 0 0 12px;\n        line-height: 1.2;\n      }\n\n      .scaler-events-header__subtitle {\n        font-size: 16px;\n        color: var(--scaler-text-secondary);\n        margin: 0;\n        max-width: 500px;\n        margin-inline: auto;\n        line-height: 1.6;\n      }\n\n      \/* Swiper Container *\/\n      .scaler-events-carousel .swiper {\n        padding: 20px 4px 60px;\n        margin: 0 -4px;\n        width: 100%;\n      }\n\n      \/* FIX: FORCE WIDTH ON SLIDES *\/\n      .scaler-events-carousel .swiper-slide {\n        height: auto;\n        width: 100%; \/* Fallback *\/\n        display: flex; \/* Ensure inner card stretches *\/\n      }\n\n      \/* Event Card *\/\n      .scaler-event-card {\n        background: var(--scaler-card-bg);\n        border-radius: var(--scaler-radius);\n        box-shadow: var(--scaler-shadow);\n        overflow: hidden;\n        display: flex;\n        flex-direction: column;\n        height: 100%;\n        width: 100%; \/* FIX: Ensure card fills the slide *\/\n        border: 1px solid var(--scaler-border);\n        transition: transform 0.3s cubic-bezier(0.4, 0, 0.2, 1), box-shadow 0.3s cubic-bezier(0.4, 0, 0.2, 1);\n      }\n\n      .scaler-event-card:hover {\n        transform: translateY(-8px);\n        box-shadow: var(--scaler-shadow-lg);\n      }\n\n      .scaler-event-card__image-wrapper {\n        position: relative;\n        overflow: hidden;\n        padding: unset;\n        aspect-ratio: 3.15;\n        background: linear-gradient(135deg, var(--scaler-primary-light) 0%, var(--scaler-bg) 100%);\n        width: 100%;\n      }\n\n      .scaler-event-card__image {\n        position: absolute;\n        top: 0; left: 0;\n        width: 100%; height: 100%;\n        object-fit: cover;\n        transition: transform 0.4s cubic-bezier(0.4, 0, 0.2, 1);\n      }\n\n      .scaler-event-card:hover .scaler-event-card__image {\n        transform: scale(1.05);\n      }\n\n      .scaler-event-card__live-badge {\n        position: absolute;\n        top: 12px; left: 12px;\n        display: inline-flex;\n        align-items: center;\n        gap: 6px;\n        background: rgba(239, 68, 68, 0.95);\n        color: #fff;\n        font-size: 11px;\n        font-weight: 600;\n        text-transform: uppercase;\n        letter-spacing: 0.04em;\n        padding: 5px 10px;\n        border-radius: 6px;\n        backdrop-filter: blur(4px);\n        z-index: 2;\n      }\n\n      .scaler-event-card__live-badge::before {\n        content: \"\";\n        width: 6px; height: 6px;\n        background: #fff;\n        border-radius: 50%;\n        animation: pulse 1.5s ease-in-out infinite;\n      }\n\n      .scaler-event-card__content {\n        padding: 20px;\n        display: flex;\n        flex-direction: column;\n        flex-grow: 1;\n      }\n\n      .scaler-event-card__title {\n        font-size: 17px;\n        font-weight: 600;\n        min-height: 2.5rem;\n        color: var(--scaler-text-primary);\n        margin: 0 0 14px;\n        line-height: 1.4;\n        display: -webkit-box;\n        -webkit-line-clamp: 2;\n        -webkit-box-orient: vertical;\n        overflow: hidden;\n      }\n\n      .scaler-event-card__meta {\n        display: flex;\n        flex-direction: column;\n        gap: 8px;\n        margin-bottom: 20px;\n      }\n\n      .scaler-event-card__meta-item {\n        display: flex;\n        align-items: center;\n        gap: 10px;\n        font-size: 14px;\n        color: var(--scaler-text-secondary);\n      }\n\n      .scaler-event-card__meta-icon {\n        width: 32px; height: 32px;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        background: var(--scaler-bg);\n        border-radius: var(--scaler-radius-sm);\n        color: var(--scaler-primary);\n        flex-shrink: 0;\n      }\n\n      .scaler-event-card__meta-icon svg {\n        width: 16px; height: 16px;\n      }\n\n      .scaler-event-card__meta-label {\n        font-weight: 500;\n        color: var(--scaler-text-primary);\n      }\n\n      .scaler-event-card__spacer {\n        flex-grow: 1;\n        min-height: 4px;\n      }\n\n      .scaler-event-card__cta {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 8px;\n        width: 100%;\n        padding: 14px 20px;\n        background: var(--scaler-primary);\n        color: #fff;\n        font-style: normal;\n        font-size: 14px;\n        font-weight: 600;\n        text-decoration: none;\n        border: none;\n        border-radius: var(--scaler-radius-sm);\n        cursor: pointer;\n        transition: background 0.2s ease, transform 0.15s ease;\n      }\n\n      .scaler-event-card__cta:hover {\n        background: var(--scaler-primary-dark);\n      }\n\n      .scaler-event-card__cta:active {\n        transform: scale(0.98);\n      }\n\n      .scaler-event-card__cta svg {\n        width: 16px; height: 16px;\n        transition: transform 0.2s ease;\n      }\n\n      .scaler-event-card__cta:hover svg {\n        transform: translateX(3px);\n      }\n\n      \/* Navigation *\/\n      .scaler-events-nav {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 16px;\n        margin-top: 32px;\n        padding: unset;\n      }\n\n      .scaler-events-nav__btn {\n        width: 48px; height: 48px;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        background: var(--scaler-card-bg);\n        border: 1px solid var(--scaler-border);\n        cursor: pointer;\n        transition: all 0.2s ease;\n        color: var(--scaler-text-primary);\n        padding: unset;\n      }\n\n      .scaler-events-nav__btn:hover:not(.swiper-button-disabled) {\n        background: var(--scaler-primary);\n        border-color: var(--scaler-primary);\n        color: #fff;\n      }\n\n      .scaler-events-nav__btn.swiper-button-disabled {\n        opacity: 0.4;\n        cursor: not-allowed;\n      }\n\n      .scaler-events-nav__btn svg {\n        width: 20px; height: 20px;\n      }\n\n      \/* Pagination *\/\n      .scaler-events-pagination {\n        display: flex;\n        align-items: center;\n        gap: 8px;\n      }\n\n      .scaler-events-carousel .swiper-pagination-bullet {\n        width: 8px; height: 8px;\n        background: var(--scaler-border);\n        opacity: 1;\n        transition: all 0.3s ease;\n      }\n\n      .scaler-events-carousel .swiper-pagination-bullet-active {\n        width: 24px;\n        border-radius: 4px;\n        background: var(--scaler-primary);\n      }\n\n      .scaler-events-carousel .swiper-button-prev,\n      .scaler-events-carousel .swiper-button-next {\n        display: none;\n      }\n\n      \/* Skeleton & Empty States *\/\n      .scaler-event-card--skeleton { pointer-events: none; }\n      .scaler-event-card--skeleton .scaler-event-card__image-wrapper,\n      .scaler-event-card--skeleton .scaler-event-card__title,\n      .scaler-event-card--skeleton .scaler-event-card__meta-item,\n      .scaler-event-card--skeleton .scaler-event-card__cta {\n        background: linear-gradient(90deg, var(--scaler-border) 25%, var(--scaler-bg) 50%, var(--scaler-border) 75%);\n        background-size: 200% 100%;\n        animation: shimmer 1.5s infinite;\n        color: transparent !important;\n        border-radius: 4px;\n      }\n      .scaler-event-card--skeleton .scaler-event-card__image { display: none; }\n\n      @keyframes shimmer {\n        0% { background-position: 200% 0; }\n        100% { background-position: -200% 0; }\n      }\n\n      .scaler-events-empty {\n        text-align: center;\n        padding: 60px 20px;\n        color: var(--scaler-text-secondary);\n      }\n\n      .scaler-events-empty__icon {\n        width: 64px; height: 64px;\n        margin: 0 auto 16px;\n        color: var(--scaler-text-muted);\n      }\n\n      .scaler-events-empty__title {\n        font-size: 18px;\n        font-weight: 600;\n        color: var(--scaler-text-primary);\n        margin: 0 0 8px;\n      }\n\n      @media (max-width: 1024px) {\n        .scaler-events-carousel { padding: 48px 20px 60px; }\n      }\n\n      @media (max-width: 768px) {\n        .scaler-events-carousel { padding: 40px 16px 50px; }\n        .scaler-events-header { margin-bottom: 32px; }\n        .scaler-events-header__subtitle { font-size: 15px; }\n        .scaler-event-card__content { padding: 16px; }\n        .scaler-event-card__title { font-size: 16px; }\n        .scaler-events-nav__btn { width: 44px; height: 44px; }\n      }\n\n      @media (max-width: 480px) {\n        .scaler-events-carousel { padding: 32px 12px 40px; }\n        .scaler-events-header__badge { font-size: 11px; padding: 5px 12px; }\n        .scaler-event-card__meta-item { font-size: 13px; }\n        .scaler-event-card__meta-icon { width: 28px; height: 28px; }\n        .scaler-event-card__cta { padding: 12px 16px; font-size: 13px; }\n      }\n    <\/style>\n<\/head>\n\n<body>\n    <div class=\"scaler-events-carousel js-scaler-carousel\">\n      \n      <template class=\"js-event-card-template\">\n        <div class=\"swiper-slide\">\n          <article class=\"scaler-event-card\">\n            <div class=\"scaler-event-card__image-wrapper\">\n              <span class=\"scaler-event-card__live-badge\" style=\"display: none;\">Live Now<\/span>\n              <img decoding=\"async\" src=\"\" alt=\"\" class=\"scaler-event-card__image\" loading=\"lazy\" \/>\n            <\/div>\n            \n            <div class=\"scaler-event-card__content\">\n              <h3 class=\"scaler-event-card__title\"><\/h3>\n              \n              <div class=\"scaler-event-card__meta\">\n                <div class=\"scaler-event-card__meta-item\">\n                  <div class=\"scaler-event-card__meta-icon\">\n                    <svg fill=\"none\" stroke=\"currentColor\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M8 7V3m8 4V3m-9 8h10M5 21h14a2 2 0 002-2V7a2 2 0 00-2-2H5a2 2 0 00-2 2v12a2 2 0 002 2z\"><\/path><\/svg>\n                  <\/div>\n                  <span class=\"scaler-event-card__meta-label js-event-date\"><\/span>\n                <\/div>\n                \n                <div class=\"scaler-event-card__meta-item\">\n                  <div class=\"scaler-event-card__meta-icon\">\n                    <svg fill=\"none\" stroke=\"currentColor\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M16 7a4 4 0 11-8 0 4 4 0 018 0zM12 14a7 7 0 00-7 7h14a7 7 0 00-7-7z\"><\/path><\/svg>\n                  <\/div>\n                  <span class=\"scaler-event-card__meta-label js-event-speaker\"><\/span>\n                <\/div>\n              <\/div>\n\n              <div class=\"scaler-event-card__spacer\"><\/div>\n\n              <a href=\"#\" class=\"scaler-event-card__cta\" style=\"color: white !important; font-style: normal\">\n                Register Now\n                <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M17 8l4 4m0 0l-4 4m4-4H3\"><\/path><\/svg>\n              <\/a>\n            <\/div>\n          <\/article>\n        <\/div>\n      <\/template>\n\n      <div class=\"scaler-events-carousel__inner\">\n        <header class=\"scaler-events-header\">\n          <span class=\"scaler-events-header__badge\">Live &#038; Upcoming<\/span>\n          <h2 class=\"scaler-events-header__title\"><span class=\"ez-toc-section\" id=\"scaler-masterclasses\"><\/span>Scaler Masterclasses<span class=\"ez-toc-section-end\"><\/span><\/h2>\n          <p class=\"scaler-events-header__subtitle\">\n            Learn from industry experts and accelerate your career with hands-on, interactive sessions.\n          <\/p>\n        <\/header>\n\n        <div class=\"swiper scaler-event-swiper\">\n          <div class=\"swiper-wrapper scaler-events-wrapper\"><\/div>\n          <div class=\"swiper-pagination scaler-events-pagination\"><\/div>\n        <\/div>\n\n        <nav class=\"scaler-events-nav\">\n          <button class=\"scaler-events-nav__btn scaler-nav-prev\" aria-label=\"Previous slide\">\n            <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\">\n              <path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M15 19l-7-7 7-7\" \/>\n            <\/svg>\n          <\/button>\n          <button class=\"scaler-events-nav__btn scaler-nav-next\" aria-label=\"Next slide\">\n            <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\">\n              <path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5l7 7-7 7\" \/>\n            <\/svg>\n          <\/button>\n        <\/nav>\n      <\/div>\n    <\/div>\n\n    <script>\n    document.addEventListener(\"DOMContentLoaded\", () => {\n      \n      const carouselInstances = document.querySelectorAll('.js-scaler-carousel');\n\n      carouselInstances.forEach(container => {\n          \n          if(container.dataset.initialized === \"true\") return;\n          container.dataset.initialized = \"true\";\n\n          const swiperElement = container.querySelector(\".scaler-event-swiper\");\n          const swiperWrapper = container.querySelector(\".scaler-events-wrapper\");\n          const template = container.querySelector(\".js-event-card-template\");\n          const nextBtn = container.querySelector(\".scaler-nav-next\");\n          const prevBtn = container.querySelector(\".scaler-nav-prev\");\n          const paginationEl = container.querySelector(\".scaler-events-pagination\");\n\n          if (!swiperWrapper || !template) {\n             console.error(\"Scaler Carousel: Missing required elements inside container\");\n             return;\n          }\n\n          \/\/ FIX: Added 'observer' and 'observeParents' to ensure correct width calculation\n          const swiper = new Swiper(swiperElement, {\n            slidesPerView: 1,\n            spaceBetween: 24,\n            grabCursor: true,\n            observer: true, \/\/ IMPORTANT: Watch for DOM changes\n            observeParents: true, \/\/ IMPORTANT: Watch for parent container changes\n            pagination: { \n                el: paginationEl, \n                clickable: true, \n                dynamicBullets: true \n            },\n            navigation: { \n                nextEl: nextBtn, \n                prevEl: prevBtn \n            },\n            breakpoints: {\n              640: { slidesPerView: 2, spaceBetween: 20 },\n              1024: { slidesPerView: 2, spaceBetween: 24 },\n              1280: { slidesPerView: 2, spaceBetween: 32 },\n            },\n          });\n\n          function showSkeletons(count = 3) {\n            swiperWrapper.innerHTML = \"\";\n            for (let i = 0; i < count; i++) {\n              const clone = template.content.cloneNode(true);\n              const card = clone.querySelector(\".scaler-event-card\");\n              card.classList.add(\"scaler-event-card--skeleton\");\n              swiperWrapper.appendChild(clone);\n            }\n            swiper.update();\n          }\n\n          function renderEvents(events) {\n            swiperWrapper.innerHTML = \"\";\n       \n            if (events.length === 0) {\n              swiperWrapper.innerHTML = `<div class=\"scaler-events-empty\">No upcoming masterclasses found.<\/div>`;\n              return;\n            }\n\n            const pathParts = location.pathname.split(\"\/\").filter(Boolean);\n            const currentSlug = pathParts.length > 0 ? pathParts[pathParts.length - 1] : \"homepage\";\n       \n            events.forEach(event => {\n              const attr = event.attributes;\n              const clone = template.content.cloneNode(true);\n              \n              const img = clone.querySelector(\".scaler-event-card__image\");\n              const joinUrl = `\/event\/${attr.slug}\/?utm_source=blog&utm_medium=master_class&utm_content=${currentSlug}`;\n              \n              const eventImg =\n                attr.custom_data?.image ||\n                attr.custom_data?.banner_thumbnail ||\n                attr.image_url ||\n                \"https:\/\/images.unsplash.com\/photo-1540575467063-178a50c2df87?w=800&h=450&fit=crop\";\n              \n              img.src = eventImg;\n              img.alt = attr.title;\n              \n              const startDate = new Date(attr.start_time);\n              const formattedDate = startDate.toLocaleDateString(\"en-US\", {\n                weekday: \"short\",\n                month: \"short\",\n                day: \"numeric\",\n              });\n              const formattedTime = startDate.toLocaleTimeString(\"en-US\", {\n                hour: \"numeric\",\n                minute: \"2-digit\",\n                hour12: true,\n              });\n              \n              clone.querySelector(\".scaler-event-card__title\").textContent = attr.title;\n              clone.querySelector(\".js-event-date\").textContent = `${formattedDate} \u2022 ${formattedTime}`; \n              clone.querySelector(\".js-event-speaker\").textContent = attr.instructor_name;\n              clone.querySelector(\".scaler-event-card__cta\").href = joinUrl || \"#\";\n              \n              swiperWrapper.appendChild(clone);\n            });\n            \n            swiper.update();\n            swiper.slideTo(0);\n          }\n       \n          async function fetchEvents() {\n            try {\n              showSkeletons();\n              const res = await fetch(\n                \"https:\/\/www.scaler.com\/api\/v4\/events?event_type[]=company&distributor=scaler&type=upcoming&serializer_mode=L2&limit=8&program[]=software_development&program[]=data_science&program[]=devops&program[]=ai_ml\"\n              );\n              const json = await res.json();\n              const events = json.data || [];\n              renderEvents(events);\n            } catch (error) {\n              console.error(\"Failed to load events:\", error);\n              if(swiperWrapper) swiperWrapper.innerHTML = `<div class=\"scaler-events-empty\">Failed to load events.<\/div>`;\n            }\n          }\n       \n          fetchEvents();\n      });\n    });\n    <\/script>\n<\/body>\n<\/html>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. AlmaBetter Full Stack Data Science Program<\/strong><\/h3>\n\n\n\n<p>AlmaBetter offers a full-stack data science program which is aimed at fresh graduates and early-career professionals. The program is structured to build a strong foundation in Python, machine learning, SQL, and deep learning, while also including training on data engineering concepts. The program duration is usually 6-8 months, conducted online through live classes and mentoring sessions. AlmaBetter also emphasizes career readiness by including mock interviews, soft skills training, and placement support.&nbsp;<\/p>\n\n\n\n<p><strong>Key Highlights:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>6-8 month online program with live sessions<\/li>\n\n\n\n<li>Covers data science, data engineering, and soft skills<\/li>\n\n\n\n<li>Provides placement assistance with partner companies<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. UpGrad\u2019s Executive PG Program in Data Science<\/strong><\/h3>\n\n\n\n<p>UpGrad offers an Executive PG Program in Data Science in collaboration with IIIT-Bangalore. The program is well-suited for professionals who want an academic credential along with industry exposure.&nbsp;<\/p>\n\n\n\n<p>The course follows a structured, academic-style curriculum while ensuring flexibility for working professionals through online delivery. However, since it\u2019s a postgraduate program, the time commitment can feel demanding for full-time employees who are balancing work and study.<\/p>\n\n\n\n<p><strong>Key Highlights:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Joint certification from IIIT-Bangalore and UpGrad<\/li>\n\n\n\n<li>Access to networking opportunities and career support<\/li>\n\n\n\n<li>Duration: 12 months (online, part-time)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. IIT Madras &#8211; BSc in Data Science<\/strong><\/h3>\n\n\n\n<p>IIT Madras offers an online course, BSc in Programming and Data Science, which is designed for learners who want a strong academic foundation with the credibility of an IIT degree. The program includes three levels: Foundation, Diploma, and lastly Degree. This system is formed for learners to exit with a certification at each stage if they choose to. This makes it flexible for students from different backgrounds.<\/p>\n\n\n\n<p>Being a degree program, it emphasizes fundamentals and theory alongside practical applications. However, the longer duration compared to bootcamps or PG diplomas might be difficult for working professionals.<\/p>\n\n\n\n<p><strong>Key Highlights:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The modular format is Foundation, Diploma, and then a BSc degree<\/li>\n\n\n\n<li>Duration: 3-6 years&nbsp;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Learn directly from engineers who\u2019ve been there \u2014 join a free masterclass.<\/h3>\n\n\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\" \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\" \/>\n\n    <link rel=\"stylesheet\" href=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.css\" \/>\n    <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.js\"><\/script>\n\n    <style>\n      :root {\n        --scaler-primary: #1a56db;\n        --scaler-primary-dark: #1e429f;\n        --scaler-primary-light: #e1effe;\n        --scaler-accent: #f97316;\n        --scaler-bg: #f8fafc;\n        --scaler-card-bg: #ffffff;\n        --scaler-text-primary: #0f172a;\n        --scaler-text-secondary: #64748b;\n        --scaler-text-muted: #94a3b8;\n        --scaler-border: #e2e8f0;\n        --scaler-shadow: 0 4px 6px -1px rgb(0 0 0 \/ 0.07), 0 2px 4px -2px rgb(0 0 0 \/ 0.07);\n        --scaler-shadow-lg: 0 20px 25px -5px rgb(0 0 0 \/ 0.08), 0 8px 10px -6px rgb(0 0 0 \/ 0.08);\n        --scaler-radius: 0;\n        --scaler-radius-sm: 0;\n      }\n\n      * { box-sizing: border-box; }\n\n      .scaler-events-carousel {\n        font-family: \"DM Sans\", system-ui, sans-serif;\n        padding: 60px 24px 80px;\n        position: relative;\n        overflow: hidden;\n        width: 100%; \/* Ensure container is full width *\/\n      }\n\n      .scaler-events-carousel::before {\n        content: \"\";\n        position: absolute;\n        top: 0; left: 0; right: 0; bottom: 0;\n        background-image: radial-gradient(circle at 1px 1px, var(--scaler-border) 1px, transparent 0);\n        background-size: 40px 40px;\n        opacity: 0.5;\n        pointer-events: none;\n      }\n\n      .scaler-events-carousel__inner {\n        max-width: 1280px;\n        margin: 0 auto;\n        position: relative;\n        z-index: 1;\n        width: 100%;\n      }\n\n      \/* Header Section *\/\n      .scaler-events-header {\n        text-align: center;\n        margin-bottom: 48px;\n      }\n\n      .scaler-events-header__badge {\n        display: inline-flex;\n        align-items: center;\n        gap: 6px;\n        background: var(--scaler-primary-light);\n        color: var(--scaler-primary);\n        font-size: 12px;\n        font-weight: 600;\n        text-transform: uppercase;\n        letter-spacing: 0.05em;\n        padding: 6px 14px;\n        border-radius: 100px;\n        margin-bottom: 16px;\n      }\n\n      .scaler-events-header__badge::before {\n        content: \"\";\n        width: 6px;\n        height: 6px;\n        background: var(--scaler-accent);\n        border-radius: 50%;\n        animation: pulse 2s ease-in-out infinite;\n      }\n\n      @keyframes pulse {\n        0%, 100% { opacity: 1; transform: scale(1); }\n        50% { opacity: 0.6; transform: scale(1.2); }\n      }\n\n      .scaler-events-header__title {\n        font-size: clamp(28px, 5vw, 42px);\n        font-weight: 700;\n        color: var(--scaler-text-primary);\n        margin: 0 0 12px;\n        line-height: 1.2;\n      }\n\n      .scaler-events-header__subtitle {\n        font-size: 16px;\n        color: var(--scaler-text-secondary);\n        margin: 0;\n        max-width: 500px;\n        margin-inline: auto;\n        line-height: 1.6;\n      }\n\n      \/* Swiper Container *\/\n      .scaler-events-carousel .swiper {\n        padding: 20px 4px 60px;\n        margin: 0 -4px;\n        width: 100%;\n      }\n\n      \/* FIX: FORCE WIDTH ON SLIDES *\/\n      .scaler-events-carousel .swiper-slide {\n        height: auto;\n        width: 100%; \/* Fallback *\/\n        display: flex; \/* Ensure inner card stretches *\/\n      }\n\n      \/* Event Card *\/\n      .scaler-event-card {\n        background: var(--scaler-card-bg);\n        border-radius: var(--scaler-radius);\n        box-shadow: var(--scaler-shadow);\n        overflow: hidden;\n        display: flex;\n        flex-direction: column;\n        height: 100%;\n        width: 100%; \/* FIX: Ensure card fills the slide *\/\n        border: 1px solid var(--scaler-border);\n        transition: transform 0.3s cubic-bezier(0.4, 0, 0.2, 1), box-shadow 0.3s cubic-bezier(0.4, 0, 0.2, 1);\n      }\n\n      .scaler-event-card:hover {\n        transform: translateY(-8px);\n        box-shadow: var(--scaler-shadow-lg);\n      }\n\n      .scaler-event-card__image-wrapper {\n        position: relative;\n        overflow: hidden;\n        padding: unset;\n        aspect-ratio: 3.15;\n        background: linear-gradient(135deg, var(--scaler-primary-light) 0%, var(--scaler-bg) 100%);\n        width: 100%;\n      }\n\n      .scaler-event-card__image {\n        position: absolute;\n        top: 0; left: 0;\n        width: 100%; height: 100%;\n        object-fit: cover;\n        transition: transform 0.4s cubic-bezier(0.4, 0, 0.2, 1);\n      }\n\n      .scaler-event-card:hover .scaler-event-card__image {\n        transform: scale(1.05);\n      }\n\n      .scaler-event-card__live-badge {\n        position: absolute;\n        top: 12px; left: 12px;\n        display: inline-flex;\n        align-items: center;\n        gap: 6px;\n        background: rgba(239, 68, 68, 0.95);\n        color: #fff;\n        font-size: 11px;\n        font-weight: 600;\n        text-transform: uppercase;\n        letter-spacing: 0.04em;\n        padding: 5px 10px;\n        border-radius: 6px;\n        backdrop-filter: blur(4px);\n        z-index: 2;\n      }\n\n      .scaler-event-card__live-badge::before {\n        content: \"\";\n        width: 6px; height: 6px;\n        background: #fff;\n        border-radius: 50%;\n        animation: pulse 1.5s ease-in-out infinite;\n      }\n\n      .scaler-event-card__content {\n        padding: 20px;\n        display: flex;\n        flex-direction: column;\n        flex-grow: 1;\n      }\n\n      .scaler-event-card__title {\n        font-size: 17px;\n        font-weight: 600;\n        min-height: 2.5rem;\n        color: var(--scaler-text-primary);\n        margin: 0 0 14px;\n        line-height: 1.4;\n        display: -webkit-box;\n        -webkit-line-clamp: 2;\n        -webkit-box-orient: vertical;\n        overflow: hidden;\n      }\n\n      .scaler-event-card__meta {\n        display: flex;\n        flex-direction: column;\n        gap: 8px;\n        margin-bottom: 20px;\n      }\n\n      .scaler-event-card__meta-item {\n        display: flex;\n        align-items: center;\n        gap: 10px;\n        font-size: 14px;\n        color: var(--scaler-text-secondary);\n      }\n\n      .scaler-event-card__meta-icon {\n        width: 32px; height: 32px;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        background: var(--scaler-bg);\n        border-radius: var(--scaler-radius-sm);\n        color: var(--scaler-primary);\n        flex-shrink: 0;\n      }\n\n      .scaler-event-card__meta-icon svg {\n        width: 16px; height: 16px;\n      }\n\n      .scaler-event-card__meta-label {\n        font-weight: 500;\n        color: var(--scaler-text-primary);\n      }\n\n      .scaler-event-card__spacer {\n        flex-grow: 1;\n        min-height: 4px;\n      }\n\n      .scaler-event-card__cta {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 8px;\n        width: 100%;\n        padding: 14px 20px;\n        background: var(--scaler-primary);\n        color: #fff;\n        font-style: normal;\n        font-size: 14px;\n        font-weight: 600;\n        text-decoration: none;\n        border: none;\n        border-radius: var(--scaler-radius-sm);\n        cursor: pointer;\n        transition: background 0.2s ease, transform 0.15s ease;\n      }\n\n      .scaler-event-card__cta:hover {\n        background: var(--scaler-primary-dark);\n      }\n\n      .scaler-event-card__cta:active {\n        transform: scale(0.98);\n      }\n\n      .scaler-event-card__cta svg {\n        width: 16px; height: 16px;\n        transition: transform 0.2s ease;\n      }\n\n      .scaler-event-card__cta:hover svg {\n        transform: translateX(3px);\n      }\n\n      \/* Navigation *\/\n      .scaler-events-nav {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 16px;\n        margin-top: 32px;\n        padding: unset;\n      }\n\n      .scaler-events-nav__btn {\n        width: 48px; height: 48px;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        background: var(--scaler-card-bg);\n        border: 1px solid var(--scaler-border);\n        cursor: pointer;\n        transition: all 0.2s ease;\n        color: var(--scaler-text-primary);\n        padding: unset;\n      }\n\n      .scaler-events-nav__btn:hover:not(.swiper-button-disabled) {\n        background: var(--scaler-primary);\n        border-color: var(--scaler-primary);\n        color: #fff;\n      }\n\n      .scaler-events-nav__btn.swiper-button-disabled {\n        opacity: 0.4;\n        cursor: not-allowed;\n      }\n\n      .scaler-events-nav__btn svg {\n        width: 20px; height: 20px;\n      }\n\n      \/* Pagination *\/\n      .scaler-events-pagination {\n        display: flex;\n        align-items: center;\n        gap: 8px;\n      }\n\n      .scaler-events-carousel .swiper-pagination-bullet {\n        width: 8px; height: 8px;\n        background: var(--scaler-border);\n        opacity: 1;\n        transition: all 0.3s ease;\n      }\n\n      .scaler-events-carousel .swiper-pagination-bullet-active {\n        width: 24px;\n        border-radius: 4px;\n        background: var(--scaler-primary);\n      }\n\n      .scaler-events-carousel .swiper-button-prev,\n      .scaler-events-carousel .swiper-button-next {\n        display: none;\n      }\n\n      \/* Skeleton & Empty States *\/\n      .scaler-event-card--skeleton { pointer-events: none; }\n      .scaler-event-card--skeleton .scaler-event-card__image-wrapper,\n      .scaler-event-card--skeleton .scaler-event-card__title,\n      .scaler-event-card--skeleton .scaler-event-card__meta-item,\n      .scaler-event-card--skeleton .scaler-event-card__cta {\n        background: linear-gradient(90deg, var(--scaler-border) 25%, var(--scaler-bg) 50%, var(--scaler-border) 75%);\n        background-size: 200% 100%;\n        animation: shimmer 1.5s infinite;\n        color: transparent !important;\n        border-radius: 4px;\n      }\n      .scaler-event-card--skeleton .scaler-event-card__image { display: none; }\n\n      @keyframes shimmer {\n        0% { background-position: 200% 0; }\n        100% { background-position: -200% 0; }\n      }\n\n      .scaler-events-empty {\n        text-align: center;\n        padding: 60px 20px;\n        color: var(--scaler-text-secondary);\n      }\n\n      .scaler-events-empty__icon {\n        width: 64px; height: 64px;\n        margin: 0 auto 16px;\n        color: var(--scaler-text-muted);\n      }\n\n      .scaler-events-empty__title {\n        font-size: 18px;\n        font-weight: 600;\n        color: var(--scaler-text-primary);\n        margin: 0 0 8px;\n      }\n\n      @media (max-width: 1024px) {\n        .scaler-events-carousel { padding: 48px 20px 60px; }\n      }\n\n      @media (max-width: 768px) {\n        .scaler-events-carousel { padding: 40px 16px 50px; }\n        .scaler-events-header { margin-bottom: 32px; }\n        .scaler-events-header__subtitle { font-size: 15px; }\n        .scaler-event-card__content { padding: 16px; }\n        .scaler-event-card__title { font-size: 16px; }\n        .scaler-events-nav__btn { width: 44px; height: 44px; }\n      }\n\n      @media (max-width: 480px) {\n        .scaler-events-carousel { padding: 32px 12px 40px; }\n        .scaler-events-header__badge { font-size: 11px; padding: 5px 12px; }\n        .scaler-event-card__meta-item { font-size: 13px; }\n        .scaler-event-card__meta-icon { width: 28px; height: 28px; }\n        .scaler-event-card__cta { padding: 12px 16px; font-size: 13px; }\n      }\n    <\/style>\n<\/head>\n\n<body>\n    <div class=\"scaler-events-carousel js-scaler-carousel\">\n      \n      <template class=\"js-event-card-template\">\n        <div class=\"swiper-slide\">\n          <article class=\"scaler-event-card\">\n            <div class=\"scaler-event-card__image-wrapper\">\n              <span class=\"scaler-event-card__live-badge\" style=\"display: none;\">Live Now<\/span>\n              <img decoding=\"async\" src=\"\" alt=\"\" class=\"scaler-event-card__image\" loading=\"lazy\" \/>\n            <\/div>\n            \n            <div class=\"scaler-event-card__content\">\n              <h3 class=\"scaler-event-card__title\"><\/h3>\n              \n              <div class=\"scaler-event-card__meta\">\n                <div class=\"scaler-event-card__meta-item\">\n                  <div class=\"scaler-event-card__meta-icon\">\n                    <svg fill=\"none\" stroke=\"currentColor\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M8 7V3m8 4V3m-9 8h10M5 21h14a2 2 0 002-2V7a2 2 0 00-2-2H5a2 2 0 00-2 2v12a2 2 0 002 2z\"><\/path><\/svg>\n                  <\/div>\n                  <span class=\"scaler-event-card__meta-label js-event-date\"><\/span>\n                <\/div>\n                \n                <div class=\"scaler-event-card__meta-item\">\n                  <div class=\"scaler-event-card__meta-icon\">\n                    <svg fill=\"none\" stroke=\"currentColor\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M16 7a4 4 0 11-8 0 4 4 0 018 0zM12 14a7 7 0 00-7 7h14a7 7 0 00-7-7z\"><\/path><\/svg>\n                  <\/div>\n                  <span class=\"scaler-event-card__meta-label js-event-speaker\"><\/span>\n                <\/div>\n              <\/div>\n\n              <div class=\"scaler-event-card__spacer\"><\/div>\n\n              <a href=\"#\" class=\"scaler-event-card__cta\" style=\"color: white !important; font-style: normal\">\n                Register Now\n                <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M17 8l4 4m0 0l-4 4m4-4H3\"><\/path><\/svg>\n              <\/a>\n            <\/div>\n          <\/article>\n        <\/div>\n      <\/template>\n\n      <div class=\"scaler-events-carousel__inner\">\n        <header class=\"scaler-events-header\">\n          <span class=\"scaler-events-header__badge\">Live &#038; Upcoming<\/span>\n          <h2 class=\"scaler-events-header__title\"><span class=\"ez-toc-section\" id=\"scaler-masterclasses-2\"><\/span>Scaler Masterclasses<span class=\"ez-toc-section-end\"><\/span><\/h2>\n          <p class=\"scaler-events-header__subtitle\">\n            Learn from industry experts and accelerate your career with hands-on, interactive sessions.\n          <\/p>\n        <\/header>\n\n        <div class=\"swiper scaler-event-swiper\">\n          <div class=\"swiper-wrapper scaler-events-wrapper\"><\/div>\n          <div class=\"swiper-pagination scaler-events-pagination\"><\/div>\n        <\/div>\n\n        <nav class=\"scaler-events-nav\">\n          <button class=\"scaler-events-nav__btn scaler-nav-prev\" aria-label=\"Previous slide\">\n            <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\">\n              <path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M15 19l-7-7 7-7\" \/>\n            <\/svg>\n          <\/button>\n          <button class=\"scaler-events-nav__btn scaler-nav-next\" aria-label=\"Next slide\">\n            <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\">\n              <path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5l7 7-7 7\" \/>\n            <\/svg>\n          <\/button>\n        <\/nav>\n      <\/div>\n    <\/div>\n\n    <script>\n    document.addEventListener(\"DOMContentLoaded\", () => {\n      \n      const carouselInstances = document.querySelectorAll('.js-scaler-carousel');\n\n      carouselInstances.forEach(container => {\n          \n          if(container.dataset.initialized === \"true\") return;\n          container.dataset.initialized = \"true\";\n\n          const swiperElement = container.querySelector(\".scaler-event-swiper\");\n          const swiperWrapper = container.querySelector(\".scaler-events-wrapper\");\n          const template = container.querySelector(\".js-event-card-template\");\n          const nextBtn = container.querySelector(\".scaler-nav-next\");\n          const prevBtn = container.querySelector(\".scaler-nav-prev\");\n          const paginationEl = container.querySelector(\".scaler-events-pagination\");\n\n          if (!swiperWrapper || !template) {\n             console.error(\"Scaler Carousel: Missing required elements inside container\");\n             return;\n          }\n\n          \/\/ FIX: Added 'observer' and 'observeParents' to ensure correct width calculation\n          const swiper = new Swiper(swiperElement, {\n            slidesPerView: 1,\n            spaceBetween: 24,\n            grabCursor: true,\n            observer: true, \/\/ IMPORTANT: Watch for DOM changes\n            observeParents: true, \/\/ IMPORTANT: Watch for parent container changes\n            pagination: { \n                el: paginationEl, \n                clickable: true, \n                dynamicBullets: true \n            },\n            navigation: { \n                nextEl: nextBtn, \n                prevEl: prevBtn \n            },\n            breakpoints: {\n              640: { slidesPerView: 2, spaceBetween: 20 },\n              1024: { slidesPerView: 2, spaceBetween: 24 },\n              1280: { slidesPerView: 2, spaceBetween: 32 },\n            },\n          });\n\n          function showSkeletons(count = 3) {\n            swiperWrapper.innerHTML = \"\";\n            for (let i = 0; i < count; i++) {\n              const clone = template.content.cloneNode(true);\n              const card = clone.querySelector(\".scaler-event-card\");\n              card.classList.add(\"scaler-event-card--skeleton\");\n              swiperWrapper.appendChild(clone);\n            }\n            swiper.update();\n          }\n\n          function renderEvents(events) {\n            swiperWrapper.innerHTML = \"\";\n       \n            if (events.length === 0) {\n              swiperWrapper.innerHTML = `<div class=\"scaler-events-empty\">No upcoming masterclasses found.<\/div>`;\n              return;\n            }\n\n            const pathParts = location.pathname.split(\"\/\").filter(Boolean);\n            const currentSlug = pathParts.length > 0 ? pathParts[pathParts.length - 1] : \"homepage\";\n       \n            events.forEach(event => {\n              const attr = event.attributes;\n              const clone = template.content.cloneNode(true);\n              \n              const img = clone.querySelector(\".scaler-event-card__image\");\n              const joinUrl = `\/event\/${attr.slug}\/?utm_source=blog&utm_medium=master_class&utm_content=${currentSlug}`;\n              \n              const eventImg =\n                attr.custom_data?.image ||\n                attr.custom_data?.banner_thumbnail ||\n                attr.image_url ||\n                \"https:\/\/images.unsplash.com\/photo-1540575467063-178a50c2df87?w=800&h=450&fit=crop\";\n              \n              img.src = eventImg;\n              img.alt = attr.title;\n              \n              const startDate = new Date(attr.start_time);\n              const formattedDate = startDate.toLocaleDateString(\"en-US\", {\n                weekday: \"short\",\n                month: \"short\",\n                day: \"numeric\",\n              });\n              const formattedTime = startDate.toLocaleTimeString(\"en-US\", {\n                hour: \"numeric\",\n                minute: \"2-digit\",\n                hour12: true,\n              });\n              \n              clone.querySelector(\".scaler-event-card__title\").textContent = attr.title;\n              clone.querySelector(\".js-event-date\").textContent = `${formattedDate} \u2022 ${formattedTime}`; \n              clone.querySelector(\".js-event-speaker\").textContent = attr.instructor_name;\n              clone.querySelector(\".scaler-event-card__cta\").href = joinUrl || \"#\";\n              \n              swiperWrapper.appendChild(clone);\n            });\n            \n            swiper.update();\n            swiper.slideTo(0);\n          }\n       \n          async function fetchEvents() {\n            try {\n              showSkeletons();\n              const res = await fetch(\n                \"https:\/\/www.scaler.com\/api\/v4\/events?event_type[]=company&distributor=scaler&type=upcoming&serializer_mode=L2&limit=8&program[]=software_development&program[]=data_science&program[]=devops&program[]=ai_ml\"\n              );\n              const json = await res.json();\n              const events = json.data || [];\n              renderEvents(events);\n            } catch (error) {\n              console.error(\"Failed to load events:\", error);\n              if(swiperWrapper) swiperWrapper.innerHTML = `<div class=\"scaler-events-empty\">Failed to load events.<\/div>`;\n            }\n          }\n       \n          fetchEvents();\n      });\n    });\n    <\/script>\n<\/body>\n<\/html>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. Great Learning\u2019s Data Science &amp; Engineering Program<\/strong><\/h3>\n\n\n\n<p>The Data Science &amp; Engineering Program by Great Learning is a classroom &amp; online hybrid course for fresh graduates and early-career professionals who want to start a career in Data Science. The program covers Python, machine learning, SQL, Tableau, and big data tools with a strong focus on hands-on projects.<\/p>\n\n\n\n<p>This program is ideal for those who are not already in full-time jobs. Its intensive format, however, may not be suitable for job seekers who want to study part-time alongside their current role.<\/p>\n\n\n\n<p><strong>Key Highlights:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Designed for freshers and early-career graduates<\/li>\n\n\n\n<li>Covers Python, ML, SQL, Tableau, and big data tools<\/li>\n\n\n\n<li>Duration: 5-6 months&nbsp;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>7. ExcelR Data Science Certification Program<\/strong><\/h3>\n\n\n\n<p>The Data Science Certification Program by ExcelR offers flexible learning options, both classroom and online. It is designed for graduates, working professionals, and career switchers, covering essential tools such as Python, R, SQL, Tableau, Power BI, and machine learning algorithms.<\/p>\n\n\n\n<p>The course is less academic and more training-focused, making it accessible to learners who want guidance without the rigor of a university program. While it does not carry the same brand recognition as IITs or ISB, ExcelR provides strong practical training, live projects, and post-training support.<\/p>\n\n\n\n<p><strong>Key Highlights:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Covers Python, R, SQL, Tableau, Power BI, ML, and AI fundamentals<\/li>\n\n\n\n<li>Duration: 6-12 months&nbsp;<\/li>\n\n\n\n<li>Includes access to lifetime learning material and placement support<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"course-comparison-table\"><\/span><strong>Course Comparison Table<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>So many programs to look into, now which one could be the right fit?&nbsp;<\/p>\n\n\n\n<p>When choosing the right data science program, it helps to compare factors such as duration, fee range, learning mode, and career support. The table below brings together the key details of popular programs so learners can make an informed decision.<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Course Name<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Duration<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Mode<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Ideal For<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Placement Support<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Scaler Data Science &amp; ML Program<\/td><td class=\"has-text-align-center\" data-align=\"center\">11-15 months<\/td><td class=\"has-text-align-center\" data-align=\"center\">Online, Live Classes<\/td><td class=\"has-text-align-center\" data-align=\"center\">Professionals &amp; career switchers<\/td><td class=\"has-text-align-center\" data-align=\"center\">Yes<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Simplilearn x Purdue Post Graduate Program<\/td><td class=\"has-text-align-center\" data-align=\"center\">12 months<\/td><td class=\"has-text-align-center\" data-align=\"center\">Online<\/td><td class=\"has-text-align-center\" data-align=\"center\">Working professionals<\/td><td class=\"has-text-align-center\" data-align=\"center\">Yes<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">AlmaBetter Full Stack Data Science Program<\/td><td class=\"has-text-align-center\" data-align=\"center\">8-10 months<\/td><td class=\"has-text-align-center\" data-align=\"center\">Online<\/td><td class=\"has-text-align-center\" data-align=\"center\">Beginners &amp; freshers<\/td><td class=\"has-text-align-center\" data-align=\"center\">Limited<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">UpGrad Executive PG Program in Data Science<\/td><td class=\"has-text-align-center\" data-align=\"center\">18 months<\/td><td class=\"has-text-align-center\" data-align=\"center\">Online<\/td><td class=\"has-text-align-center\" data-align=\"center\">Mid-senior professionals<\/td><td class=\"has-text-align-center\" data-align=\"center\">Yes<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">IIT Madras BSc Data Science (Online)<\/td><td class=\"has-text-align-center\" data-align=\"center\">3-6 years<\/td><td class=\"has-text-align-center\" data-align=\"center\">Online, self-paced<\/td><td class=\"has-text-align-center\" data-align=\"center\">Students &amp; early learners<\/td><td class=\"has-text-align-center\" data-align=\"center\">No direct placement<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Great Learning Data Science &amp; Engineering<\/td><td class=\"has-text-align-center\" data-align=\"center\">12 months<\/td><td class=\"has-text-align-center\" data-align=\"center\">Hybrid (Online + Campus Immersion)<\/td><td class=\"has-text-align-center\" data-align=\"center\">Graduates &amp; early-career<\/td><td class=\"has-text-align-center\" data-align=\"center\">Yes<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">ExcelR Data Science Certification Program<\/td><td class=\"has-text-align-center\" data-align=\"center\">6-9 months<\/td><td class=\"has-text-align-center\" data-align=\"center\">Online\/Offline<\/td><td class=\"has-text-align-center\" data-align=\"center\">Beginners &amp; upskilling<\/td><td class=\"has-text-align-center\" data-align=\"center\">Limited<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"how-to-choose-the-right-data-science-course-for-you\"><\/span><strong>How to Choose the Right Data Science Course for You?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>It becomes truly difficult sometimes to understand which program to enroll in and whether it would be beneficial. So, here are some factors that you can consider while choosing the program that fits you best.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Beginner \/ Experienced Learner<\/strong><\/h3>\n\n\n\n<p>If you\u2019re just starting, look for a course with structured learning, mentorship, and basics like Python, statistics, and machine learning. Scaler and AlmaBetter are great for beginners since they build foundations step by step. For professionals with prior exposure, advanced programs like those from IIT Madras or Simplilearn help deepen domain expertise.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Online \/ Offline Learning<\/strong><\/h3>\n\n\n\n<p>Working professionals often prefer online programs due to flexibility, while offline or hybrid options demand more fixed schedules. Online courses also allow access to global mentors and peer networks, making them convenient for upskilling alongside a job.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Budget and Time Commitment<\/strong><\/h3>\n\n\n\n<p>Data science courses range widely in fees from \u20b91.5 lakhs for extensive PG programs to more affordable certification tracks. Similarly, time commitment varies from short 6-month courses to 12-15 month immersive ones. It\u2019s important to balance your budget and availability with the depth of learning you seek.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Placement Support \/ Self-Paced Learning<\/strong><\/h3>\n\n\n\n<p>If career transition is your goal, programs with placement support like Scaler, UpGrad, or Great Learning provide added security. On the other hand, if you\u2019re already in a tech role and just want to enhance skills, a self-paced course may be more cost-effective and flexible.<\/p>\n\n\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n<meta charset=\"UTF-8\" \/>\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\" \/>\n<title>Scaler Carousel<\/title>\n\n<!-- Plus Jakarta Sans Font -->\n<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Plus+Jakarta+Sans:wght@500;700&#038;display=swap\" rel=\"stylesheet\">\n<!-- Phosphor Icons -->\n<script src=\"https:\/\/unpkg.com\/@phosphor-icons\/web\"><\/script>\n<!-- Swiper CSS -->\n<link rel=\"stylesheet\" href=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.css\" \/>\n\n<style>\n.scaler-carousel {\n  font-family: 'Plus Jakarta Sans', sans-serif;\n  max-width: 900px;\n  margin: 0 auto;\n  padding: 0;\n}\n.swiper.scaler-swiper {\n  padding-bottom: 56px;\n}\n.swiper-slide {\n  height: auto;\n  display: flex;\n  align-items: 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font-size: 18px;\n  vertical-align: middle;\n}\n@media (max-width: 1000px) {\n  .scaler-carousel { max-width: 96vw;}\n}\n@media (max-width: 700px) {\n  .scaler-card { min-height: 400px;}\n}\n<\/style>\n<\/head>\n<body>\n<div class=\"scaler-carousel\">\n  <div class=\"swiper scaler-swiper\">\n    <div class=\"swiper-wrapper\">\n      <!-- CARD 1 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-card-header blue\">\n            <i class=\"ph ph-code scaler-icon\"><\/i>\n          <\/div>\n          <div class=\"scaler-card-content\">\n            <div>\n              <div class=\"scaler-badge\">NSDC CERTIFIED<\/div>\n              <div class=\"scaler-title\">Software Development Course with AI Specialisation<\/div>\n              <div class=\"scaler-details\">\n                <div><i class=\"ph ph-briefcase\"><\/i>Min. work exp: 1 year<\/div>\n                <div><i class=\"ph ph-clock\"><\/i>Duration: 9\u201312 months<\/div>\n                <div><i class=\"ph ph-cube\"><\/i>1 Capstone project<\/div>\n              <\/div>\n              <div class=\"scaler-program-tag\"><i class=\"ph ph-globe-simple\"><\/i> ONLINE PROGRAM<\/div>\n            <\/div>\n            <div class=\"scaler-card-btns\">\n              <button class=\"scaler-btn\" onclick=\"window.open('https:\/\/www.scaler.com\/academy\/', '_blank')\">GO TO PROGRAM<\/button>\n              <button class=\"scaler-btn primary\" onclick=\"window.open('https:\/\/www.scaler.com\/academy\/', '_blank')\">BROCHURE <i class=\"ph ph-download-simple\"><\/i><\/button>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <!-- CARD 2 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-card-header purple\">\n            <i class=\"ph ph-equals scaler-icon\"><\/i>\n          <\/div>\n          <div class=\"scaler-card-content\">\n            <div>\n              <div class=\"scaler-badge\">NSDC CERTIFIED<\/div>\n              <div class=\"scaler-title\">Data Science Course with AI Specialisation<\/div>\n              <div class=\"scaler-details\">\n                <div><i class=\"ph ph-briefcase\"><\/i>Min. work exp: 1 year<\/div>\n                <div><i class=\"ph ph-clock\"><\/i>Duration: 7\u201318 months<\/div>\n                <div><i class=\"ph ph-cube\"><\/i>50+ real-world case studies<\/div>\n              <\/div>\n              <div class=\"scaler-program-tag\"><i class=\"ph ph-globe-simple\"><\/i> ONLINE PROGRAM<\/div>\n            <\/div>\n            <div class=\"scaler-card-btns\">\n              <button class=\"scaler-btn\" onclick=\"window.open('https:\/\/www.scaler.com\/data-science-course\/', '_blank')\">GO TO PROGRAM<\/button>\n              <button class=\"scaler-btn primary\" onclick=\"window.open('https:\/\/www.scaler.com\/data-science-course\/', '_blank')\">BROCHURE <i class=\"ph ph-download-simple\"><\/i><\/button>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <!-- CARD 3 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-card-header red\">\n            <i class=\"ph ph-sparkle scaler-icon\"><\/i>\n          <\/div>\n          <div class=\"scaler-card-content\">\n            <div>\n              <div class=\"scaler-badge\">NSDC CERTIFIED<\/div>\n              <div class=\"scaler-title\">Advanced AI and Machine Learning Course<\/div>\n              <div class=\"scaler-details\">\n                <div><i class=\"ph ph-briefcase\"><\/i>Min. work exp: 2 year<\/div>\n                <div><i class=\"ph ph-clock\"><\/i>Duration: 12 months<\/div>\n                <div><i class=\"ph ph-cube\"><\/i>50+ real-world projects<\/div>\n                <div><i class=\"ph ph-seal-check\"><\/i>Certification by IIT-Roorkee (CEC)*<\/div>\n              <\/div>\n              <div class=\"scaler-program-tag\"><i class=\"ph ph-globe-simple\"><\/i> ONLINE PROGRAM <span class=\"tag-new\">NEW<\/span><\/div>\n            <\/div>\n            <div class=\"scaler-card-btns\">\n              <button class=\"scaler-btn\" onclick=\"window.open('https:\/\/www.scaler.com\/ai-machine-learning-course\/', '_blank')\">GO TO PROGRAM<\/button>\n              <button class=\"scaler-btn primary\" onclick=\"window.open('https:\/\/www.scaler.com\/ai-machine-learning-course\/', '_blank')\">BROCHURE <i class=\"ph ph-download-simple\"><\/i><\/button>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <!-- Continue for remaining cards (4\u20138) using same pattern -->\n    <\/div>\n    <div class=\"swiper-button-next\"><\/div>\n    <div class=\"swiper-button-prev\"><\/div>\n    <div class=\"swiper-pagination\"><\/div>\n  <\/div>\n<\/div>\n\n<!-- Swiper.js -->\n<script src=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.js\"><\/script>\n<script>\ndocument.addEventListener(\"DOMContentLoaded\", function () {\n  const pathParts = window.location.pathname.split(\"\/\").filter(Boolean);\n  const slug = pathParts[pathParts.length - 1] || \"\";\n  const readableSlug = encodeURIComponent(slug);\n  const buttons = document.querySelectorAll(\".scaler-card-btns button\");\n\n  buttons.forEach((btn) => {\n    const baseURL = btn.getAttribute(\"onclick\").match(\/'(.*?)'\/)[1];\n    if (!baseURL.includes(\"utm_source=\")) {\n      const separator = baseURL.includes(\"?\") ? \"&\" : \"?\";\n      const updatedURL = `${baseURL}${separator}utm_source=blog&utm_medium=program_carousel&utm_content=${readableSlug}`;\n      btn.setAttribute(\"onclick\", `window.open('${updatedURL}', '_blank')`);\n    }\n  });\n\n  new Swiper(\".scaler-swiper\", {\n    slidesPerView: 1,\n    spaceBetween: 28,\n    grabCursor: true,\n    navigation: { nextEl: \".swiper-button-next\", prevEl: \".swiper-button-prev\" },\n    pagination: { el: \".swiper-pagination\", dynamicBullets: true, clickable: true },\n    breakpoints: { 1000: { slidesPerView: 2 } },\n    keyboard: { enabled: true },\n  });\n});\n\n<\/script>\n<\/body>\n<\/html>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"career-scope-after-completing-a-data-science-course\"><\/span><strong>Career Scope after Completing a Data Science Course<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>A career in data science has grown rapidly in India over the last few years, with companies across industries relying on data-driven decision-making. One of the main attractions of this field is the salary potential.&nbsp;<\/p>\n\n\n\n<p>On average, a fresher in data science can expect salaries starting from <strong>\u20b95-7 LPA<\/strong>, while professionals with a few years of experience often earn between <strong>\u20b912-18 LPA<\/strong>. At senior levels, such as data scientists or machine learning engineers with specialized skills, salaries can even cross <strong>\u20b925 LPA<\/strong>.<\/p>\n\n\n\n<p>Some of the most common job roles after completing a data science course include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Data Analyst<\/strong>: handling large datasets and generating insights<\/li>\n\n\n\n<li><strong>Data Scientist<\/strong>: building predictive models and solving business problems<\/li>\n\n\n\n<li><strong>Machine Learning Engineer<\/strong>: working on algorithms and AI systems<\/li>\n\n\n\n<li><strong>Business Intelligence Analyst<\/strong>: converting raw data into business strategies<\/li>\n<\/ul>\n\n\n\n<p>The demand for these roles spans multiple industries. Finance companies rely on data science for fraud detection and risk modeling, while HealthTech firms use it for patient data management and AI-driven diagnostics. E-commerce and retail giants like Flipkart and Amazon utilize data science for recommendation engines and customer behavior analysis. Apart from these, telecom, manufacturing, and even government sectors are adopting data science at a fast pace.<\/p>\n\n\n\n<p>If you\u2019re looking for a career in data science, then do not worry. There might be competition, but so is the demand!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"faqs\"><\/span><strong>FAQs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<div class=\"wp-block-foxiz-elements-accordion gb-wrap gb-accordion yes-shadow yes-open\" style=\"--border-width:0 0 0 0;--desktop-padding:15px 30px 15px 30px;--tablet-padding:10px 25px 10px 25px;--mobile-padding:10px 20px 10px 20px\">\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\">Which is the best course in data science?<\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>The best course completely depends on your goals. If you want flexibility, Coursera offers solid self-paced options. For structured programs with global recognition, UpGrad and Great Learning stand out. If you\u2019re aiming for mentorship, hands-on projects, and placement support, Scaler\u2019s Data Science &amp; Machine Learning program is highly recommended.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\">Which country is No. 1 in data science?<\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>The United States leads in data science opportunities, research, and salaries, followed closely by countries like India, the UK, and Germany. India, in particular, is rapidly growing as a global hub for data science talent.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\">Which data science certification is the best?<\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Certifications from platforms like IBM (Coursera), Microsoft, and Harvard are widely recognized. For career-driven learners in India, Scaler\u2019s certification carries strong industry relevance due to its mentorship and placement support.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\">Which is better, CS or DS?<\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Computer Science (CS) provides a broader foundation, while Data Science (DS) is more specialized and focuses on data analysis, AI, and machine learning. If you want a wide range of career options, CS is a good choice. If your interest lies in data-driven careers, DS is better.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\">What is the salary of a data scientist?<\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>In India, entry-level data scientists earn around \u20b96-8 LPA, while experienced professionals can earn \u20b915-30 LPA or more. In the U.S., the average salary is around $120,000 per year.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\">Can a data scientist earn 1 crore?<\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Yes, senior data scientists, especially those working in leadership roles, global tech companies, or specialized AI\/ML domains, can earn \u20b91 crore annually or more. However, it usually requires several years of experience and advanced skills.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Most students, and even working professionals, already understand the benefits of gaining expertise in data science. Every year, a new statistic highlights the surge in job opportunities in this field, and why not? Imagine having access to a vast pool of data that can help you create or improve a product desired by millions. Analyzing [&hellip;]<\/p>\n","protected":false},"author":201,"featured_media":10924,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[36],"tags":[247],"class_list":{"0":"post-10901","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science-business-analytics","8":"tag-data-science"},"acf":[],"_links":{"self":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/10901","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/users\/201"}],"replies":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/comments?post=10901"}],"version-history":[{"count":7,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/10901\/revisions"}],"predecessor-version":[{"id":12319,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/10901\/revisions\/12319"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media\/10924"}],"wp:attachment":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media?parent=10901"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/categories?post=10901"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/tags?post=10901"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}