{"id":8470,"date":"2024-06-28T22:22:31","date_gmt":"2024-06-28T16:52:31","guid":{"rendered":"https:\/\/www.scaler.com\/blog\/?p=8470"},"modified":"2026-10-25T17:02:58","modified_gmt":"2026-10-25T11:32:58","slug":"artificial-intelligence-syllabus","status":"publish","type":"post","link":"https:\/\/www.scaler.com\/blog\/artificial-intelligence-syllabus\/","title":{"rendered":"Artificial Intelligence Syllabus 2026: Subjects, Semester-wise Topics &#038; Course Modules"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">An artificial intelligence syllabus usually covers six areas: math and programming foundations, problem solving and search, knowledge representation and reasoning, machine learning and deep learning, applied AI (NLP, computer vision, generative AI) and AI ethics. Below you&#8217;ll find the core AI subjects, a semester-wise B.Tech AI &amp; ML syllabus, PG and certificate syllabi, and a job-ready module plan for 2026. Use it as an AI syllabus checklist, whether you&#8217;re choosing a degree, a course or what to study next.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"what-is-artificial-intelligence-quick-definition\"><\/span><strong>What Is Artificial Intelligence? (Quick Definition)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial Intelligence (AI) is a branch of computer science focused on creating systems capable of reasoning, learning, and performing tasks that traditionally require human intelligence. Modern AI spans classical machine learning, deep learning, generative AI and agentic AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Types of AI:<\/strong> by capability, AI is grouped into narrow, general and super AI. By functionality, it&#8217;s grouped into reactive machines, limited memory, theory of mind and self-aware AI. Everything you can actually use today, from ChatGPT to your bank&#8217;s fraud filter, is narrow AI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"artificial-intelligence-syllabus-at-a-glance-core-subjects\"><\/span><strong>Artificial Intelligence Syllabus at a Glance: Core Subjects<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Whatever the program, the same core AI subjects keep showing up. A B.Tech or BSc in AI typically has 8\u201312 core AI subjects spread across semesters, plus math, programming and electives. Short certificates pack the applied half of this list into 5\u20138 modules.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[IMAGE: Hub-and-spoke infographic. Centre &#8220;AI Syllabus&#8221;. Spokes: Foundations (Math, Python) \u00b7 Search &amp; Problem Solving \u00b7 Knowledge Representation \u00b7 Uncertainty &amp; Bayesian Networks \u00b7 Machine Learning \u00b7 Deep Learning \u00b7 NLP \u00b7 Computer Vision \u00b7 Generative AI \u00b7 AI Ethics. Alt text: artificial intelligence syllabus core subjects. File: artificial-intelligence-syllabus-subjects.webp]<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Subject \/ Unit<\/strong><\/td><td><strong>Key topics<\/strong><\/td><td><strong>Where it&#8217;s taught<\/strong><\/td><\/tr><tr><td>Introduction to AI &amp; intelligent agents<\/td><td>History of AI, agents and environments, rationality, types of AI<\/td><td>B.Tech, BSc, Certificate<\/td><\/tr><tr><td>Problem solving &amp; search<\/td><td>State spaces, uninformed search (BFS, DFS), informed search (A*, heuristics), adversarial search, minimax, alpha-beta pruning<\/td><td>B.Tech, BSc, M.Tech<\/td><\/tr><tr><td>Knowledge representation &amp; reasoning<\/td><td>Propositional and first-order logic, inference, rule-based and expert systems<\/td><td>B.Tech, BSc, M.Tech<\/td><\/tr><tr><td>Reasoning under uncertainty<\/td><td>Probability, Bayes&#8217; theorem, Bayesian networks, Markov models<\/td><td>B.Tech, BSc, M.Tech<\/td><\/tr><tr><td>Planning<\/td><td>Classical planning, goal-based agents, planning graphs<\/td><td>B.Tech, M.Tech<\/td><\/tr><tr><td>Machine learning<\/td><td>Regression, classification, clustering, model evaluation, feature engineering<\/td><td>All programs<\/td><\/tr><tr><td>Deep learning<\/td><td>Neural networks, backpropagation, CNNs, RNNs, transformers<\/td><td>B.Tech, BSc, M.Tech, Certificate<\/td><\/tr><tr><td>Natural language processing<\/td><td>Text processing, embeddings, language models, transformers for NLP<\/td><td>B.Tech, M.Tech, Certificate<\/td><\/tr><tr><td>Computer vision<\/td><td>Image processing, CNN architectures, object detection, segmentation<\/td><td>B.Tech, M.Tech, Certificate<\/td><\/tr><tr><td>Generative AI &amp; LLMs<\/td><td>LLM architecture, prompting, RAG, fine-tuning, evaluation<\/td><td>Certificate, M.Tech electives, newer B.Tech electives<\/td><\/tr><tr><td>AI ethics &amp; responsible AI<\/td><td>Bias, fairness, privacy, explainability, AI regulation<\/td><td>All programs<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The first five rows are the &#8220;classic&#8221; AI syllabus that university exams focus on. If search algorithms feel abstract, start with how <a href=\"https:\/\/www.scaler.com\/topics\/artificial-intelligence-tutorial\/state-space-search-in-artificial-intelligence\/\">state space search in AI<\/a> models a problem as states and moves. For the logic units, these <a href=\"https:\/\/www.scaler.com\/topics\/artificial-intelligence-tutorial\/techniques-of-knowledge-representation\/\">knowledge representation techniques<\/a> cover the main approaches with examples.<\/p>\n\n\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@400;500;600;700&amp;display=swap\" rel=\"stylesheet\">\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: 24px auto;\n  padding: 0;\n  box-sizing: border-box;\n}\n.scaler-carousel *,\n.scaler-carousel *::before,\n.scaler-carousel *::after {\n  box-sizing: border-box;\n}\n\n\/* Header *\/\n.scaler-header {\n  text-align: 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pointer;\n  text-decoration: none;\n  transition: opacity 0.15s ease;\n}\n.scaler-card-btns button:hover,\n.scaler-card-btns button:focus {\n  opacity: 0.88;\n  color: #ffffff;\n}\n.scaler-card-btns button svg {\n  flex-shrink: 0;\n}\n\n@media (max-width: 1000px) {\n  .scaler-carousel { max-width: 96vw; }\n}\n<\/style>\n\n\n<div class=\"scaler-carousel\">\n  <div class=\"scaler-header\">\n    <h2 class=\"scaler-header-title\"><span class=\"ez-toc-section\" id=\"transform-your-career\"><\/span>Transform Your Career<span class=\"ez-toc-section-end\"><\/span><\/h2>\n    <p class=\"scaler-header-subtitle\">Choose from our industry-leading programs designed for career success<\/p>\n  <\/div>\n\n  <div class=\"swiper scaler-swiper\">\n    <div class=\"swiper-wrapper\">\n\n      <!-- CARD 1 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div 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AI applications<\/h3>\n              <p class=\"scaler-desc\">Build and deploy AI solutions for real-world business problems<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">12 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/2\/2f\/Google_2015_logo.svg\" alt=\"Google\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/a\/a9\/Amazon_logo.svg\" alt=\"Amazon\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/4\/42\/Paytm_logo.png\" alt=\"Paytm\" loading=\"lazy\">\n            <span class=\"scaler-logo-more\">+1000 more<\/span>\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/ai-forward-deployed-engineer-course\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- CARD 3 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div class=\"scaler-icon-wrap\">\n              <svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><ellipse cx=\"12\" cy=\"5\" rx=\"9\" ry=\"3\"><\/ellipse><path d=\"M3 5v14c0 1.66 4.03 3 9 3s9-1.34 9-3V5\"><\/path><path d=\"M3 12c0 1.66 4.03 3 9 3s9-1.34 9-3\"><\/path><\/svg>\n            <\/div>\n            <div class=\"scaler-card-top-content\">\n              <h3 class=\"scaler-title\">Modern Data Science and ML with specialisation in AI<\/h3>\n              <p class=\"scaler-desc\">Advanced data science techniques with AI specialization<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">12 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/2\/2f\/Google_2015_logo.svg\" alt=\"Google\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/a\/a9\/Amazon_logo.svg\" alt=\"Amazon\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/4\/42\/Paytm_logo.png\" alt=\"Paytm\" loading=\"lazy\">\n            <span class=\"scaler-logo-more\">+1000 more<\/span>\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/data-science-course\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- CARD 4 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div class=\"scaler-icon-wrap\">\n              <svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M12 2L13.5 8.5L20 10L13.5 11.5L12 18L10.5 11.5L4 10L10.5 8.5L12 2Z\"><\/path><\/svg>\n            <\/div>\n            <div class=\"scaler-card-top-content\">\n              <h3 class=\"scaler-title\">Advanced AIML with Specialisation in Agentic AI<\/h3>\n              <p class=\"scaler-desc\">Deep dive into AIML with focus on Agentic systems<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">12 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/2\/2f\/Google_2015_logo.svg\" alt=\"Google\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/a\/a9\/Amazon_logo.svg\" alt=\"Amazon\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/4\/42\/Paytm_logo.png\" alt=\"Paytm\" loading=\"lazy\">\n            <span class=\"scaler-logo-more\">+1000 more<\/span>\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/ai-machine-learning-course\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- CARD 5 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div class=\"scaler-icon-wrap\">\n              <svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n                <path d=\"M17.5 19H9a7 7 0 1 1 6.71-9h1.79a4.5 4.5 0 1 1 0 9Z\"><\/path>\n                <path d=\"M9.2 15.2a3 3 0 1 0 4.24-4.24\"><\/path>\n              <\/svg>\n            <\/div>\n            <div class=\"scaler-card-top-content\">\n              <h3 class=\"scaler-title\">DevOps, Cloud &amp; AI Platform Engineering<\/h3>\n              <p class=\"scaler-desc\">Build and manage AI-powered cloud infrastructure<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">12 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/2\/2f\/Google_2015_logo.svg\" alt=\"Google\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/a\/a9\/Amazon_logo.svg\" alt=\"Amazon\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/4\/42\/Paytm_logo.png\" alt=\"Paytm\" loading=\"lazy\">\n            <span class=\"scaler-logo-more\">+1000 more<\/span>\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/devops-course\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- CARD 6 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div class=\"scaler-icon-wrap\">\n              <svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n                <line x1=\"3\" y1=\"22\" x2=\"21\" y2=\"22\"><\/line>\n                <line x1=\"6\" y1=\"18\" x2=\"6\" y2=\"11\"><\/line>\n                <line x1=\"10\" y1=\"18\" x2=\"10\" y2=\"11\"><\/line>\n                <line x1=\"14\" y1=\"18\" x2=\"14\" y2=\"11\"><\/line>\n                <line x1=\"18\" y1=\"18\" x2=\"18\" y2=\"11\"><\/line>\n                <polygon points=\"12 2 20 7 4 7\"><\/polygon>\n              <\/svg>\n            <\/div>\n            <div class=\"scaler-card-top-content\">\n              <h3 class=\"scaler-title\">AI Engineering Advanced Certification by IIT-Roorkee<\/h3>\n              <p class=\"scaler-desc\">Premier AI engineering certification from IIT-Roorkee<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">3 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-logo-strip\" src=\"https:\/\/scaler-blog-prod-wp-content.s3.ap-south-1.amazonaws.com\/wp-content\/uploads\/2026\/07\/08135139\/iitr-icons-strip.png\" alt=\"Program highlights\" loading=\"lazy\">\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/iit-roorkee-advanced-ai-engineering-course\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- Continue for remaining cards (6\u20138) using same pattern -->\n\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<\/script>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"btech-ai-ml-syllabus-semester-wise-subjects\"><\/span><strong>B.Tech AI &amp; ML Syllabus: Semester-wise Subjects<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Here&#8217;s how a 4-year B.Tech in AI or AI &amp; ML usually spreads these subjects across 8 semesters. Maths and programming come first, core AI and ML in the middle years, and electives, internships and a capstone at the end.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Semester<\/strong><\/td><td><strong>Core subjects<\/strong><\/td><td><strong>Labs \/ projects<\/strong><\/td><\/tr><tr><td>Sem 1<\/td><td>Mathematics I \/ Calculus, programming fundamentals, physics or basic sciences, communication skills<\/td><td>Programming lab, physics lab<\/td><\/tr><tr><td>Sem 2<\/td><td>Mathematics II, discrete mathematics, data structures, object-oriented programming, introduction to AI<\/td><td>Data structures lab, OOP lab<\/td><\/tr><tr><td>Sem 3<\/td><td>Algorithms, probability and random variables, database systems, introduction to machine learning, artificial intelligence<\/td><td>ML lab, DBMS lab<\/td><\/tr><tr><td>Sem 4<\/td><td>Deep learning, operating systems, theory of computation, optimisation, software engineering<\/td><td>Minor project<\/td><\/tr><tr><td>Sem 5<\/td><td>Natural language processing, advanced machine learning, reinforcement learning, optimisation for ML, data and visual analytics<\/td><td>AI project \/ minor project<\/td><\/tr><tr><td>Sem 6<\/td><td>Computer vision, applied statistics, AI electives<\/td><td>Industry or research internship (some institutes)<\/td><\/tr><tr><td>Sem 7<\/td><td>Soft computing, professional and AI electives (e.g., robotics, advanced NLP or vision)<\/td><td>Capstone project part I; optional internship<\/td><\/tr><tr><td>Sem 8<\/td><td>Advanced AI electives, ethics and values<\/td><td>Capstone project part II<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Representative structure based on the official <a href=\"https:\/\/www.nielit.ac.in\/pdf\/curriculum\/curriculum_BTechAI.pdf\" target=\"_blank\" rel=\"noopener\">NIELIT B.Tech AI &amp; ML curriculum<\/a> and the <a href=\"https:\/\/ai.iith.ac.in\/btech-curriculum\/index.html\" target=\"_blank\" rel=\"noopener\">IIT Hyderabad B.Tech AI curriculum<\/a>. Your university&#8217;s syllabus may differ. Most Indian programs also follow the <a href=\"https:\/\/aicte.gov.in\/sites\/default\/files\/UG_Emerging.pdf\" target=\"_blank\" rel=\"noopener\">AICTE model curriculum for emerging areas<\/a>, so the broad order is similar across colleges.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[IMAGE: 8-column timeline Sem 1 \u2192 Sem 8, with 2\u20133 subject chips per semester matching the table above. Alt text: B.Tech AI and ML syllabus semester wise. File: btech-ai-ml-syllabus-semester-wise.webp]<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ai-syllabus-by-program-certificate-vs-bsc-vs-mtech\"><\/span><strong>AI Syllabus by Program: Certificate vs BSc vs M.Tech<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The subjects overlap a lot. What changes is depth, duration and how much theory you sit through before you build anything.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Program<\/strong><\/td><td><strong>Duration<\/strong><\/td><td><strong>Syllabus focus<\/strong><\/td><td><strong>Who it&#8217;s for<\/strong><\/td><\/tr><tr><td>Online certificate<\/td><td>3\u20136 months<\/td><td>Python, ML basics, GenAI tools<\/td><td>Beginners testing the waters, professionals adding one skill<\/td><\/tr><tr><td>BSc AI \/ Data Science<\/td><td>3\u20134 years<\/td><td>Math and programming foundations, ML, applied AI<\/td><td>Students after Class 12 who want a science degree<\/td><\/tr><tr><td>B.Tech AI &amp; ML<\/td><td>4 years<\/td><td>Full engineering core plus AI depth (search, ML, DL, NLP, CV)<\/td><td>Students after Class 12 aiming for engineering roles<\/td><\/tr><tr><td>M.Tech \/ MS in AI<\/td><td>2 years<\/td><td>Advanced ML, research electives, thesis<\/td><td>Graduates heading into research or specialist roles<\/td><\/tr><tr><td>Professional program<\/td><td>9\u201315 months<\/td><td>Applied ML, LLMs, agents, deployment, portfolio projects<\/td><td>Working professionals switching into AI<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">For a subject-by-subject deep dive, see our <a href=\"https:\/\/www.scaler.com\/topics\/ai-engineering-subjects-complete-curriculum\/\">complete AI engineering subjects and curriculum<\/a>. If you want the job-ready version of the syllabus, jump to the module-wise breakdown below.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"prerequisites-for-an-ai-syllabus-math-python-background\"><\/span><strong>Prerequisites for an AI Syllabus: Math, Python &amp; Background<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Before diving into a syllabus, it&#8217;s important to determine your starting point.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Ideal Prerequisites for 2026 AI Courses<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Programming Basics:<\/strong> Proficiency in Python (OOP, functions, data structures) is essential. SQL is highly recommended for data handling.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Mathematics:<\/strong> High school algebra, basic probability, and introductory linear algebra. (Advanced calculus is helpful but not strictly required for applied engineering). A <a href=\"https:\/\/www.scaler.com\/topics\/course\/mathematics-for-machine-learning-free-course\/\">free mathematics for machine learning course<\/a> covers the essentials if you&#8217;re rusty.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Logical Thinking:<\/strong> Comfort with debugging, reading technical documentation, and breaking down complex problems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>English Proficiency:<\/strong> Most AI research, documentation (Hugging Face, LangChain), and community resources are in English.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Reader Profiles<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Beginners:<\/strong> Start with Python and data foundations. Expect a <strong>12\u201318 month<\/strong> timeline to become job-ready.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Experienced Developers \/ Data Analysts:<\/strong> You can skip foundational coding and move directly into ML pipelines, deep learning, and LLM fine-tuning. Timeline: <strong>6\u20139 months<\/strong> to AI Engineer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The learning plan below adds up to 30\u201342 weeks of focused study time. Beginners usually need 12\u201318 months in total once you include revision, practice and projects.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Note:<\/strong> You do <strong>not<\/strong> need a Computer Science degree or prior AI experience. Many successful engineers transition from other fields using structured learning paths and project-based portfolios.<\/p>\n\n\n<meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n\n    <!-- Source Sans Pro (topics font) -->\n    <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Source+Sans+3:wght@400;600;700&#038;display=swap\" rel=\"stylesheet\">\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        \/* topics design tokens (variables.scss) *\/\n        --scaler-primary: #005bb3;          \/* primary-color-80 *\/\n        --scaler-primary-30: #8acaff;       \/* primary-color-30 *\/\n        --scaler-brand-blue: #255aad;\n        --scaler-live: #ee001d;             \/* accent-v5-60 *\/\n        --scaler-live-bg: #ffe6e9;          \/* 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20px;\n        font-size: 13px;\n        line-height: 24px;\n        color: var(--scaler-text-primary);\n      }\n      .scaler-event-card__duration {\n        display: flex;\n        align-items: center;\n        gap: 4px;\n      }\n      .scaler-event-card__duration svg { width: 15px; height: 15px; }\n\n      .scaler-event-card__spacer { flex-grow: 1; min-height: 4px; }\n\n      \/* CTA \u2014 outlined \"Register with 1-Click\" *\/\n      .scaler-event-card__cta,\n      .scaler-event-card__cta:link,\n      .scaler-event-card__cta:visited {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        width: 100%;\n        margin-top: 16px;\n        padding: 8px;\n        background: transparent;\n        color: var(--scaler-primary) !important;\n        font-family: inherit;\n        font-size: 14px;\n        font-weight: 600;\n        line-height: 24px;\n        text-decoration: none;\n        border: 1px solid var(--scaler-primary);\n        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   cursor: pointer;\n        transition: opacity 0.2s ease, visibility 0.2s ease;\n      }\n      .scaler-nav-prev { left: 8px !important; }\n      .scaler-nav-next { right: 8px !important; }\n      .scaler-events-nav__btn svg {\n        width: 20px !important;\n        height: 20px !important;\n        fill: var(--scaler-text-secondary) !important;\n      }\n      .scaler-events-nav__btn.swiper-button-disabled {\n        opacity: 0;\n        visibility: hidden;\n        pointer-events: none;\n      }\n\n      \/* View All Events *\/\n      .scaler-events-viewall,\n      .scaler-events-viewall:link,\n      .scaler-events-viewall:visited {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 6px;\n        margin-top: 12px;\n        font-size: 14px;\n        font-weight: 600;\n        color: var(--scaler-brand-blue) !important;\n        text-decoration: none;\n      }\n      .scaler-events-viewall:hover { text-decoration: underline; }\n      .scaler-events-viewall svg { width: 16px; height: 16px; fill: var(--scaler-brand-blue); }\n\n      \/* hide swiper defaults *\/\n      .scaler-events-pagination { display: none; }\n      .scaler-events-carousel .swiper-button-prev,\n      .scaler-events-carousel .swiper-button-next { display: none; }\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__speaker,\n      .scaler-event-card--skeleton .scaler-event-card__takeaways,\n      .scaler-event-card--skeleton .scaler-event-card__meta,\n      .scaler-event-card--skeleton .scaler-event-card__cta {\n        background: linear-gradient(90deg, var(--scaler-border) 25%, var(--scaler-surface) 50%, var(--scaler-border) 75%);\n        background-size: 200% 100%;\n        animation: shimmer 1.5s infinite;\n        color: transparent !important;\n        border-color: transparent !important;\n        border-radius: 4px;\n      }\n      .scaler-event-card--skeleton .scaler-event-card__title { min-height: 44px; }\n      .scaler-event-card--skeleton .scaler-event-card__speaker { min-height: 16px; }\n      .scaler-event-card--skeleton .scaler-event-card__meta { min-height: 24px; }\n      .scaler-event-card--skeleton .scaler-event-card__cta { min-height: 40px; }\n      .scaler-event-card--skeleton .scaler-event-card__image,\n      .scaler-event-card--skeleton .scaler-event-card__img-footer,\n      .scaler-event-card--skeleton .scaler-event-card__live-badge { 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: 40px 20px;\n        color: var(--scaler-text-secondary);\n        font-size: 15px;\n      }\n\n      @media (max-width: 768px) {\n        .scaler-events-carousel { padding: 16px; }\n        .scaler-event-swiper .swiper-slide { width: calc(100vw - 52px); }\n        .scaler-events-nav__btn { display: none; }\n      }\n    <\/style>\n\n\n\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__header\">\n              <div class=\"scaler-event-card__image-wrapper\">\n                <img decoding=\"async\" src=\"\" alt=\"\" class=\"scaler-event-card__image\" loading=\"lazy\">\n                <div class=\"scaler-event-card__img-footer\">\n                  <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M11.199 7.957c-3.086 0-5.588 2.502-5.588 5.588s2.502 5.588 5.588 5.588c3.086 0 5.588-2.502 5.588-5.588s-2.502-5.588-5.588-5.588zM3.611 13.545c0-4.191 3.397-7.588 7.588-7.588s7.588 3.397 7.588 7.588c0 4.191-3.397 7.588-7.588 7.588s-7.588-3.397-7.588-7.588z\"\/><path d=\"M21.090 6.369h0.003c1.989 0 3.897 0.79 5.303 2.197s2.197 3.314 2.197 5.303-0.79 3.897-2.197 5.303c-1.406 1.407-3.314 2.197-5.303 2.197-0.552 0-1-0.448-1-1s0.448-1 1-1c1.459 0 2.858-0.579 3.889-1.611s1.611-2.43 1.611-3.889c0-1.459-0.58-2.858-1.611-3.889s-2.429-1.611-3.888-1.611c-0.507 0.002-1.013 0.070-1.502 0.203-0.533 0.145-1.082-0.17-1.227-0.703s0.17-1.082 0.703-1.227c0.659-0.179 1.339-0.27 2.021-0.272z\"\/><path d=\"M10.906 21.364c-1.605 0-3.186 0.386-4.61 1.126s-2.649 1.811-3.572 3.124c-0.318 0.452-0.941 0.561-1.393 0.243s-0.561-0.941-0.243-1.393c1.107-1.576 2.577-2.862 4.286-3.749s3.606-1.351 5.532-1.351 3.823 0.463 5.532 1.351c1.709 0.888 3.179 2.174 4.286 3.749 0.318 0.452 0.209 1.076-0.243 1.393s-1.076 0.209-1.393-0.243c-0.923-1.313-2.148-2.385-3.572-3.124s-3.005-1.126-4.61-1.126z\"\/><\/svg>\n                  <span class=\"js-event-count\"><\/span>\n                <\/div>\n                <div class=\"scaler-event-card__live-badge\" style=\"display: none;\">Live<\/div>\n              <\/div>\n              <div class=\"scaler-event-card__text\">\n                <h3 class=\"scaler-event-card__title\"><\/h3>\n                <div class=\"scaler-event-card__speaker js-event-speaker\"><\/div>\n              <\/div>\n            <\/div>\n\n            <div class=\"scaler-event-card__takeaways js-event-takeaways\"><\/div>\n\n            <div class=\"scaler-event-card__spacer\"><\/div>\n\n            <div class=\"scaler-event-card__meta\">\n              <span class=\"js-event-date\"><\/span>\n              <span class=\"scaler-event-card__duration\">\n                <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M16 6.333c6.443 0 11.667 5.223 11.667 11.667s-5.223 11.667-11.667 11.667c-6.443 0-11.667-5.223-11.667-11.667v0c0.008-6.44 5.226-11.659 11.666-11.667h0.001zM16 28.333c5.707 0 10.333-4.626 10.333-10.333s-4.626-10.333-10.333-10.333c-5.707 0-10.333 4.626-10.333 10.333v0c0.007 5.704 4.629 10.326 10.333 10.333h0.001z\"\/><path d=\"M16 18.667c-0 0-0.001 0-0.001 0-0.184 0-0.35-0.074-0.471-0.195v0c-0.121-0.121-0.195-0.287-0.195-0.471s0.075-0.351 0.195-0.471l4.951-4.952c0.121-0.121 0.287-0.195 0.471-0.195s0.351 0.075 0.471 0.195v0c0.121 0.121 0.195 0.287 0.195 0.471s-0.075 0.351-0.195 0.471l-4.949 4.951c-0.121 0.121-0.288 0.196-0.472 0.196v0z\"\/><path d=\"M19 3.667h-6c-0.368 0-0.667-0.298-0.667-0.667v0c0-0.368 0.298-0.667 0.667-0.667v0h6c0.368 0 0.667 0.298 0.667 0.667v0c0 0.368-0.298 0.667-0.667 0.667v0z\"\/><\/svg>\n                <span class=\"js-event-duration\"><\/span>\n              <\/span>\n            <\/div>\n\n            <a href=\"#\" class=\"scaler-event-card__cta js-event-cta\">Register with 1-Click<\/a>\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__icon\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 33 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M6.406 6.8c-0.11 0-0.2 0.090-0.2 0.2v20c0 0.11 0.090 0.2 0.2 0.2h20c0.11 0 0.2-0.090 0.2-0.2v-20c0-0.11-0.090-0.2-0.2-0.2h-20zM4.606 7c0-0.994 0.806-1.8 1.8-1.8h20c0.994 0 1.8 0.806 1.8 1.8v20c0 0.994-0.806 1.8-1.8 1.8h-20c-0.994 0-1.8-0.806-1.8-1.8v-20z\"\/><path d=\"M22.406 3.2c0.442 0 0.8 0.358 0.8 0.8v4c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-4c0-0.442 0.358-0.8 0.8-0.8z\"\/><path d=\"M10.406 3.2c0.442 0 0.8 0.358 0.8 0.8v4c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-4c0-0.442 0.358-0.8 0.8-0.8z\"\/><path d=\"M4.606 12c0-0.442 0.358-0.8 0.8-0.8h22c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-22c-0.442 0-0.8-0.358-0.8-0.8z\"\/><path d=\"M21.488 16.451c0.303 0.322 0.288 0.828-0.034 1.131l-5.838 5.5c-0.309 0.291-0.791 0.29-1.099-0.002l-3.162-3c-0.321-0.304-0.334-0.81-0.030-1.131s0.81-0.334 1.131-0.030l2.614 2.48 5.287-4.981c0.322-0.303 0.828-0.288 1.131 0.034z\"\/><\/svg>\n          <\/span>\n          <h2 class=\"scaler-events-header__title\"><span class=\"ez-toc-section\" id=\"live-masterclasses\"><\/span>Live Masterclasses<span class=\"ez-toc-section-end\"><\/span><\/h2>\n        <\/header>\n\n        <div class=\"scaler-events-swiper-wrap\">\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          <button class=\"scaler-events-nav__btn scaler-nav-prev\" aria-label=\"Previous slide\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(-90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n          <\/button>\n          <button class=\"scaler-events-nav__btn scaler-nav-next\" aria-label=\"Next slide\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n          <\/button>\n        <\/div>\n\n        <a class=\"scaler-events-viewall\" href=\"https:\/\/www.scaler.com\/events\/\">\n          <span>View All Events<\/span>\n          <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n        <\/a>\n      <\/div>\n    <\/div>\n\n    <script>\n    document.addEventListener(\"DOMContentLoaded\", () => {\n\n      const monthNames = 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\"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\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"how-to-study-the-ai-syllabus-6-phase-learning-plan-2026\"><\/span><strong>How to Study the AI Syllabus: 6-Phase Learning Plan (2026)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">If you&#8217;re learning outside a degree, this is the order that covers the applied half of the AI syllabus without drowning in theory first. Each phase ends with a project you can show.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Phase<\/strong><\/td><td><strong>Duration<\/strong><\/td><td><strong>Key Topics<\/strong><\/td><td><strong>Primary Tools<\/strong><\/td><td><strong>Milestone Project<\/strong><\/td><\/tr><tr><td><strong>1: Data &amp; Python Foundations<\/strong><\/td><td>4\u20136 weeks<\/td><td>Python, NumPy, Pandas, EDA, basic statistics<\/td><td>Jupyter, VS Code, GitHub<\/td><td>Full EDA report on a real-world dataset<\/td><\/tr><tr><td><strong>2: Core Machine Learning<\/strong><\/td><td>6\u20138 weeks<\/td><td>Supervised\/unsupervised learning, Scikit-learn pipelines, model evaluation<\/td><td>Scikit-learn, XGBoost, MLflow<\/td><td>End-to-end ML prediction pipeline<\/td><\/tr><tr><td><strong>3: Deep Learning &amp; NLP<\/strong><\/td><td>6\u20138 weeks<\/td><td>PyTorch, CNNs, Transformers, BERT, Hugging Face<\/td><td>PyTorch, Hugging Face, Weights &amp; Biases<\/td><td>Fine-tuned text classifier<\/td><\/tr><tr><td><strong>4: Generative AI &amp; RAG<\/strong><\/td><td>6\u20138 weeks<\/td><td>LLM APIs, Prompt Engineering, Vector DBs, Fine-tuning (LoRA)<\/td><td>LangChain, Pinecone, OpenAI API<\/td><td>RAG-based Q&amp;A system<\/td><\/tr><tr><td><strong>5: Agentic AI<\/strong><\/td><td>4\u20136 weeks<\/td><td>Agent design, tool use, multi-agent orchestration, memory<\/td><td>LangGraph, CrewAI, DSPy<\/td><td>Autonomous workflow agent<\/td><\/tr><tr><td><strong>6: MLOps &amp; Deployment<\/strong><\/td><td>4\u20136 weeks<\/td><td>Docker, FastAPI, CI\/CD, monitoring, cloud ML<\/td><td>Docker, GitHub Actions, AWS\/GCP<\/td><td>Deployed AI model with API &amp; monitoring<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">[IMAGE: Horizontal roadmap. Phase 1 Data Foundations \u2192 2 ML \u2192 3 Deep Learning \u2192 4 NLP &amp; GenAI \u2192 5 Agentic AI \u2192 6 MLOps &amp; Deployment, each with weeks and the milestone project from the table. Alt text: AI syllabus 6 phase learning plan 2026. File: ai-syllabus-learning-plan-2026.webp]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[VIDEO EMBED: &#8220;How to Become an AI Engineer in 2026 | Complete AI Engineering Roadmap for Beginners&#8221;, https:\/\/www.youtube.com\/watch?v=9nKMzeqdS4g]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Milestones: how to tell you&#8217;re ready for the next phase<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>After Phase 1:<\/strong> You write clean Python, query data with SQL, clean data in Pandas and use Git without panicking.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>After Phase 2:<\/strong> You can build a full scikit-learn pipeline with cross-validation and explain precision, recall and F1.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>After Phase 3:<\/strong> You can write a PyTorch training loop, explain attention and fine-tune a Hugging Face model.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>After Phases 4\u20135:<\/strong> You can call LLM APIs, design a RAG pipeline with a vector database and build an agent with LangGraph or CrewAI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>After Phase 6:<\/strong> You can ship a model behind a FastAPI endpoint in Docker, with CI\/CD and basic monitoring.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Preparing for interviews once you&#8217;ve covered the syllabus? 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Returns 6 free courses.\n            const res = await fetch(\"\/topics\/api\/v1\/search\/courses\", {\n              method: \"POST\",\n              headers: {\n                \"Content-Type\": \"application\/json\",\n                \"Accept\": \"application\/json\",\n                \"X-Requested-With\": \"XMLHttpRequest\",\n              },\n              body: JSON.stringify({\n                filters: {\n                  q: \"\",\n                  page: { limit: 6, current_page: 1 },\n                  sort: { key: \"user_registration_count\", order: \"desc\" },\n                  filter_type: null,\n                  tags: [],\n                  program: [],\n                  level: [],\n                  category_type: [],\n                },\n              }),\n            });\n            const json = await res.json();\n            const courses = (json && json.data) || [];\n            renderCourses(courses);\n          } catch (error) {\n            console.error(\"Failed to load courses:\", error);\n            container.style.display = \"none\";\n          }\n        }\n\n        fetchCourses();\n      });\n    });\n    <\/script>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ai-course-syllabus-for-working-professionals-2026\"><\/span><strong>AI Course Syllabus for Working Professionals (2026)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A comprehensive 2026 AI syllabus goes far beyond classical theory. It prepares you to build and deploy intelligent systems in production.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2026 AI Engineer: What You&#8217;ll Be Able to Build<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>RAG Pipelines:<\/strong> Systems that answer domain-specific questions using private documents and vector search.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Fine-Tuned LLMs:<\/strong> Models adapted for specific enterprise tasks using LoRA\/QLoRA techniques.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Autonomous Agents:<\/strong> Multi-step workflows that use tools, maintain memory, and coordinate with other agents.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Production Deployments:<\/strong> Containerized models served via FastAPI with monitoring and CI\/CD automation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Key Modules Breakdown<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>MLOps &amp; Deployment:<\/strong> Docker, FastAPI, MLflow, CI\/CD, AWS SageMaker.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Data Foundations &amp; Programming:<\/strong> Python, NumPy, Pandas, EDA, probability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Applied Machine Learning:<\/strong> Regression, classification, clustering, time-series, Scikit-learn.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Deep Learning &amp; NLP:<\/strong> Neural networks, CNNs, RNNs\/LSTMs, Transformers, BERT.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Generative AI &amp; RAG:<\/strong> LLM architectures, prompt engineering, retrieval-augmented generation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Agentic AI &amp; Autonomous Systems:<\/strong> Multi-agent workflows, tool use, LangGraph, DSPy.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Remove the in-body Neovarsity banner.<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ai-course-syllabus-module-wise-breakdown\"><\/span><strong>AI Course Syllabus: Module-wise Breakdown<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Module 1: Data Foundations<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This module establishes the core analytics and visualization skills necessary for handling real-world datasets.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Data Handling &amp; Manipulation:<\/strong> NumPy, Pandas, DataFrames, and data cleaning techniques.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Exploratory Data Analysis (EDA):<\/strong> Pattern discovery, correlation analysis, and statistical summarization.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Probability &amp; Statistics:<\/strong> Distributions, hypothesis testing, and Bayesian inference.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Visualization:<\/strong> Matplotlib, Seaborn, and Plotly for communicating insights.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Module 2: ML Coding (Applied AI-ML)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Covers practical implementation of machine learning.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Supervised Learning:<\/strong> Linear\/Logistic Regression, Decision Trees, Random Forests, Gradient Boosting, SVMs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Unsupervised Learning:<\/strong> K-Means, DBSCAN, PCA, and t-SNE.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Model Evaluation:<\/strong> Cross-validation, hyperparameter tuning, ROC\/AUC.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Feature Engineering:<\/strong> Imputation, encoding, scaling, and automated feature selection.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Module 3: Deep Learning &amp; NLP<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Focuses on neural networks and language processing.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Neural Networks:<\/strong> Perceptrons, backpropagation, optimizers (Adam, SGD), regularization.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Computer Vision:<\/strong> CNNs, ResNet, YOLO, image segmentation, OpenCV.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>NLP Foundations:<\/strong> Tokenization, embeddings (Word2Vec, GloVe), sequence models.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Transformers:<\/strong> Self-attention, BERT for classification, GPT architectures for generation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Module 4: Generative AI &amp; RAG Architectures<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The core of modern AI engineering.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>LLM Foundations:<\/strong> Autoregressive models, context windows, and scaling laws.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Prompt Engineering:<\/strong> Zero-shot, few-shot, Chain-of-Thought (CoT), ReAct.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>RAG:<\/strong> Embedding models, vector databases (Pinecone, Chroma), chunking strategies.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Fine-Tuning:<\/strong> Supervised fine-tuning (SFT), PEFT, LoRA, QLoRA, and DPO\/RLHF.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Module 5: Agentic AI &amp; MLOps<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Moving from static prompts to autonomous, production-ready systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Agentic Workflows:<\/strong> LangGraph, CrewAI, AutoGen, tool calling, multi-agent coordination.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Memory Systems:<\/strong> Short-term context vs. long-term vector memory.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>MLOps:<\/strong> MLflow experiment tracking, Docker containerization, FastAPI endpoints, CI\/CD.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Monitoring:<\/strong> Drift detection, latency tracking, cost management, A\/B testing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Module 6: Advanced AI Engineering (MLOps, Evaluation &amp; Deployment)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This is where the AI syllabus meets production. The MLOps syllabus here covers:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Experiment tracking:<\/strong> Logging runs, parameters and models with MLflow so results are reproducible.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Model serving:<\/strong> Packaging models as FastAPI services in Docker containers.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Monitoring and drift detection:<\/strong> Watching live data and predictions with a tool such as Evidently AI. (MLflow tracks experiments and models; it isn&#8217;t a drift monitor.)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>LLM evaluation:<\/strong> Test sets, RAGAS-style metrics and human review for LLM and RAG apps.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Cost and latency optimisation:<\/strong> Caching, batching, smaller models and token budgets.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>CI\/CD for ML:<\/strong> Automated tests, training and evaluation gates before a model ships.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Domain Applications:<\/strong> AI in healthcare (diagnostics), finance (fraud detection), and manufacturing.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Applied LLMs:<\/strong> Building secure, scalable enterprise workflows using LangChain and DSPy.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>AI Ethics &amp; Safety:<\/strong> Bias mitigation, alignment, and responsible deployment.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>See how these modules are taught live in<\/strong> <a href=\"https:\/\/www.scaler.com\/ai-machine-learning-course\/\"><strong><\/strong><strong>Scaler&#8217;s AI &amp; Machine Learning program with Agentic AI<\/strong><\/a><strong>.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"generative-ai-agentic-ai-syllabus-2026-additions\"><\/span><strong>Generative AI &amp; Agentic AI Syllabus (2026 Additions)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In 2026, any credible AI syllabus must dedicate significant time to <strong>Generative AI<\/strong> and <strong>Agentic Systems<\/strong>. These are no longer &#8220;advanced topics&#8221;. They are the baseline for modern AI engineering roles.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[IMAGE: Two-column topic graphic. GenAI topics vs Agentic AI topics, matching the two lists below. Alt text: generative AI and agentic AI syllabus topics. File: genai-agentic-ai-syllabus-2026.webp]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Generative AI Syllabus<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Transformer architecture:<\/strong> Decoder-only models, attention and mixture-of-experts (MoE) routing.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Tokenisation and embeddings:<\/strong> How text becomes tokens and vectors, and why context windows matter.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Working with LLM APIs:<\/strong> OpenAI, Anthropic and Gemini APIs, plus open-weight models.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Prompting:<\/strong> Zero-shot, few-shot, chain-of-thought and structured outputs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>RAG:<\/strong> Chunking, embedding models, vector databases and retrieval tuning.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Fine-tuning:<\/strong> Supervised fine-tuning, LoRA and QLoRA.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Evaluation:<\/strong> RAGAS, BERTScore, LLM-as-judge and human review.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Guardrails and safety:<\/strong> Prompt-injection defence, output filtering and hallucination checks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is the summary version. For topics, tools and projects in depth, see the <a href=\"https:\/\/www.scaler.com\/blog\/generative-ai-syllabus\/\">full generative AI syllabus<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Agentic AI Syllabus<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Agent design patterns:<\/strong> ReAct, plan-and-execute and reflection loops.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Tool calling:<\/strong> Letting an LLM run code, search the web or call your APIs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Planning:<\/strong> Breaking a goal into steps and re-planning when a step fails.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Memory:<\/strong> Short-term context vs long-term vector memory.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Multi-agent frameworks:<\/strong> LangGraph, CrewAI and AutoGen.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Human-in-the-loop:<\/strong> Approval steps for risky actions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Agent evaluation:<\/strong> Task success rates, traces and cost per task.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Reliability:<\/strong> Retries, fallbacks and structured output validation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Want to try the basics first? Scaler also runs a free Agentic AI course with a certificate.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>A quick word on pay:<\/strong> entry-level AI\/ML engineers in India typically start around \u20b95\u201310.5 lakh a year (Glassdoor, October 2026). Pay rises fastest for people who can deploy LLM and agent systems, not just train models.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>AI Certifications Worth Getting in 2026<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Certification<\/strong><\/td><td><strong>Provider<\/strong><\/td><td><strong>Level<\/strong><\/td><td><strong>Best For<\/strong><\/td><td>&nbsp;<\/td><\/tr><tr><td><strong>Google Professional Machine Learning Engineer<\/strong><\/td><td>Google Cloud<\/td><td>Advanced<\/td><td>ML engineers building and running models on GCP and Vertex AI<\/td><td>&nbsp;<\/td><\/tr><tr><td><strong>AWS Certified Machine Learning Engineer \u2013 Associate<\/strong><\/td><td>Amazon Web Services<\/td><td>Intermediate<\/td><td>Building, deploying and monitoring ML workloads on AWS<\/td><td>&nbsp;<\/td><\/tr><tr><td><strong>Generative AI with Large Language Models<\/strong><\/td><td>DeepLearning.AI and AWS (Coursera)<\/td><td>Intermediate<\/td><td>Understanding the LLM lifecycle, from pre-training to deployment<\/td><td>&nbsp;<\/td><\/tr><tr><td><strong>Hugging Face Agents Course<\/strong><\/td><td>Hugging Face<\/td><td>Intermediate<\/td><td>Building AI agents with open-source tools; free certificate of completion<\/td><td>&nbsp;<\/td><\/tr><tr><td><strong>Scaler IIT-Roorkee AI Engineering Program<\/strong><\/td><td>Scaler \/ IIT Roorkee CEC<\/td><td>Professional<\/td><td>Career switchers who want a structured curriculum with placement support<\/td><td>&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Checked on official provider pages, October 2026. The AWS Machine Learning \u2013 Specialty exam was retired on 31 March 2026 (AWS now points to the ML Engineer \u2013 Associate), the TensorFlow Developer Certificate closed in 2024, and Hugging Face offers its certificate through the Agents Course rather than a separate &#8220;NLP certification&#8221;.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><\/h4>\n\n\n<style data-wp-block-html=\"css\">\n<style>\n      :root {\n        --sp-brand: #255aad;            \/* brand blue *\/\n        --sp-brand-hover: #19468c;\n        --sp-card-bg: #ffffff;          \/* neutral-scale-0 *\/\n        --sp-surface: #f4f6f9;          \/* neutral-scale-2 *\/\n        --sp-pill-bg: #f8fafc;\n        --sp-border: #d6dee5;           \/* neutral-scale-4 *\/\n        --sp-text-primary: #1a2c47;     \/* neutral-scale-12 *\/\n        --sp-text-secondary: #61738e;   \/* neutral-scale-9 *\/\n      }\n\n      .scaler-placement * { box-sizing: border-box; }\n\n      .scaler-placement {\n        font-family: \"Source 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font-size: 14px;\n        font-weight: 600;\n        color: var(--sp-text-primary);\n      }\n      .scaler-hiring__more {\n        font-size: 14px;\n        color: var(--sp-text-secondary);\n      }\n\n      @media (max-width: 768px) {\n        .scaler-placement__title { font-size: 18px; margin-bottom: 12px; }\n        .scaler-placement__card { gap: 16px; border-radius: 16px; }\n        .scaler-placement__top { gap: 12px; }\n        .scaler-placement__stat-block { width: 35%; min-width: 110px; padding: 12px 8px; gap: 4px; }\n        .scaler-placement__stat-number { font-size: 24px; }\n        .scaler-placement__stat-label { font-size: 10px; }\n        .scaler-placement__body-text { font-size: 14px; line-height: 20px; }\n        .scaler-placement__bottom { margin-left: 0; width: 100%; gap: 16px; }\n        .scaler-placement__stats-row { flex-wrap: wrap; gap: 10px 16px; }\n        .scaler-placement__stat-value { font-size: 14px; line-height: 20px; }\n        .scaler-placement__stat-desc { font-size: 12px; line-height: 16px; }\n      }\n<\/style>\n\n<meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n\n    <!-- Source Sans Pro (topics font) -->\n    <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Source+Sans+3:wght@400;600;700&#038;display=swap\" rel=\"stylesheet\">\n\n<div class=\"scaler-placement\">\n      <h2 class=\"scaler-placement__title\"><span class=\"ez-toc-section\" id=\"scaler-placement-report-and-statistics\"><\/span>Scaler Placement Report and Statistics<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n      <div class=\"scaler-placement__card\">\n        <div class=\"scaler-placement__top\">\n          <div class=\"scaler-placement__stat-block\">\n            <div class=\"scaler-placement__stat-number\">\u20b923L<\/div>\n            <div class=\"scaler-placement__stat-label\">AVG CTC<\/div>\n          <\/div>\n          <div class=\"scaler-placement__info\">\n            <div class=\"scaler-placement__proof-header\">\n              <svg viewBox=\"0 0 21 21\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M8.64 0 0 8.683V21h12.257l8.64-8.683V0H8.64zm-.11 17.257H3.725v-4.828H8.53v4.828zm7.901-1.88-4.174 4.194V8.684H1.447l4.076-4.14h10.914l-.006 10.83v.004z\" fill=\"#255aad\"><\/path><\/svg>\n              <span class=\"scaler-placement__proof-label\">SCALER PLACEMENT PROOF<\/span>\n            <\/div>\n            <p class=\"scaler-placement__body-text\">\n              Scaler learners achieved 2.5x salary growth with average post-Scaler CTC reaching \u20b923L.\n            <\/p>\n          <\/div>\n        <\/div>\n\n        <div class=\"scaler-placement__bottom\">\n          <div class=\"scaler-placement__stats-row\">\n            <div class=\"scaler-placement__stat-item\">\n              <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M11.199 7.957c-3.086 0-5.588 2.502-5.588 5.588s2.502 5.588 5.588 5.588c3.086 0 5.588-2.502 5.588-5.588s-2.502-5.588-5.588-5.588zM3.611 13.545c0-4.191 3.397-7.588 7.588-7.588s7.588 3.397 7.588 7.588c0 4.191-3.397 7.588-7.588 7.588s-7.588-3.397-7.588-7.588z\"><\/path><path d=\"M21.090 6.369h0.003c1.989 0 3.897 0.79 5.303 2.197s2.197 3.314 2.197 5.303-0.79 3.897-2.197 5.303c-1.406 1.407-3.314 2.197-5.303 2.197-0.552 0-1-0.448-1-1s0.448-1 1-1c1.459 0 2.858-0.579 3.889-1.611s1.611-2.43 1.611-3.889c0-1.459-0.58-2.858-1.611-3.889s-2.429-1.611-3.888-1.611c-0.507 0.002-1.013 0.070-1.502 0.203-0.533 0.145-1.082-0.17-1.227-0.703s0.17-1.082 0.703-1.227c0.659-0.179 1.339-0.27 2.021-0.272z\"><\/path><path d=\"M10.906 21.364c-1.605 0-3.186 0.386-4.61 1.126s-2.649 1.811-3.572 3.124c-0.318 0.452-0.941 0.561-1.393 0.243s-0.561-0.941-0.243-1.393c1.107-1.576 2.577-2.862 4.286-3.749s3.606-1.351 5.532-1.351 3.823 0.463 5.532 1.351c1.709 0.888 3.179 2.174 4.286 3.749 0.318 0.452 0.209 1.076-0.243 1.393s-1.076 0.209-1.393-0.243c-0.923-1.313-2.148-2.385-3.572-3.124s-3.005-1.126-4.61-1.126z\"><\/path><path d=\"M25.704 22.493c-1.424-0.74-3.005-1.125-4.61-1.124-0.552 0-1-0.447-1.001-0.999s0.447-1 0.999-1.001c1.926-0.001 3.824 0.462 5.533 1.349s3.179 2.174 4.286 3.751c0.317 0.452 0.208 1.076-0.244 1.393s-1.076 0.208-1.393-0.244c-0.922-1.313-2.147-2.385-3.571-3.125z\"><\/path><\/svg>\n              <div class=\"scaler-placement__stat-text\">\n                <span class=\"scaler-placement__stat-value\">11,000+<\/span>\n                <span class=\"scaler-placement__stat-desc\">placements<\/span>\n              <\/div>\n            <\/div>\n            <div class=\"scaler-placement__stat-item\">\n              <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1.2 27.5c0-0.442 0.358-0.8 0.8-0.8h28c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-28c-0.442 0-0.8-0.358-0.8-0.8z\"><\/path><path d=\"M3.727 4.227c0.338-0.338 0.795-0.527 1.273-0.527h12c0.477 0 0.935 0.19 1.273 0.527s0.527 0.795 0.527 1.273v22c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-22c0-0.053-0.021-0.104-0.059-0.141s-0.088-0.059-0.141-0.059h-12c-0.053 0-0.104 0.021-0.141 0.059s-0.059 0.088-0.059 0.141v22c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-22c0-0.477 0.19-0.935 0.527-1.273z\"><\/path><path d=\"M17.2 12.5c0-0.442 0.358-0.8 0.8-0.8h9c0.477 0 0.935 0.19 1.273 0.527s0.527 0.795 0.527 1.273v14c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-14c0-0.053-0.021-0.104-0.059-0.141s-0.088-0.059-0.141-0.059h-9c-0.442 0-0.8-0.358-0.8-0.8z\"><\/path><path d=\"M7.2 9.5c0-0.442 0.358-0.8 0.8-0.8h4c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-4c-0.442 0-0.8-0.358-0.8-0.8z\"><\/path><path d=\"M9.2 17.5c0-0.442 0.358-0.8 0.8-0.8h4c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-4c-0.442 0-0.8-0.358-0.8-0.8z\"><\/path><path d=\"M7.2 22.5c0-0.442 0.358-0.8 0.8-0.8h4c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-4c-0.442 0-0.8-0.358-0.8-0.8z\"><\/path><path d=\"M21.2 22.5c0-0.442 0.358-0.8 0.8-0.8h2c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-2c-0.442 0-0.8-0.358-0.8-0.8z\"><\/path><path d=\"M21.2 17.5c0-0.442 0.358-0.8 0.8-0.8h2c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-2c-0.442 0-0.8-0.358-0.8-0.8z\"><\/path><\/svg>\n              <div class=\"scaler-placement__stat-text\">\n                <span class=\"scaler-placement__stat-value\">650+<\/span>\n                <span class=\"scaler-placement__stat-desc\">companies<\/span>\n              <\/div>\n            <\/div>\n            <div class=\"scaler-placement__stat-item\">\n              <svg viewBox=\"0 0 25 24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M5.60938 18.8906C4.74688 18.0281 5.31875 16.2188 4.87813 15.1594C4.4375 14.1 2.75 13.1719 2.75 12C2.75 10.8281 4.41875 9.9375 4.87813 8.84063C5.3375 7.74375 4.74688 5.97187 5.60938 5.10938C6.47187 4.24688 8.28125 4.81875 9.34063 4.37813C10.4 3.9375 11.3281 2.25 12.5 2.25C13.6719 2.25 14.5625 3.91875 15.6594 4.37813C16.7562 4.8375 18.5281 4.24688 19.3906 5.10938C20.2531 5.97187 19.6812 7.78125 20.1219 8.84063C20.5625 9.9 22.25 10.8281 22.25 12C22.25 13.1719 20.5813 14.0625 20.1219 15.1594C19.6625 16.2562 20.2531 18.0281 19.3906 18.8906C18.5281 19.7531 16.7188 19.1812 15.6594 19.6219C14.6 20.0625 13.6719 21.75 12.5 21.75C11.3281 21.75 10.4375 20.0813 9.34063 19.6219C8.24375 19.1625 6.47187 19.7531 5.60938 18.8906Z\" fill=\"#ffffff\" stroke=\"#255aad\" stroke-width=\"1.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><path d=\"M16.625 9.75L11.1219 15L8.375 12.375\" stroke=\"#255aad\" stroke-width=\"1.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n              <span class=\"scaler-placement__stat-desc\">Verified data<\/span>\n            <\/div>\n          <\/div>\n\n          <a class=\"scaler-placement__cta\" href=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/195\/869\/original\/Scaler_Career_Report.pdf?1778499863\" target=\"_blank\" rel=\"noopener\">\n            See full placement report\n            <svg viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"><\/path><\/svg>\n          <\/a>\n        <\/div>\n      <\/div>\n\n      <div class=\"scaler-hiring\">\n        <span class=\"scaler-hiring__label\">Hiring Partners:<\/span>\n        <div class=\"scaler-hiring__pills\">\n          <span class=\"scaler-hiring__pill\">\n            <span class=\"scaler-hiring__badge\"><img decoding=\"async\" class=\"scaler-hiring__logo\" src=\"https:\/\/d19zaobb0foqu6.cloudfront.net\/topics\/images\/googleicon_.svg\" alt=\"Google\" loading=\"lazy\"><\/span>\n            <span class=\"scaler-hiring__name\">Google<\/span>\n          <\/span>\n          <span class=\"scaler-hiring__pill\">\n            <span class=\"scaler-hiring__badge\"><img decoding=\"async\" class=\"scaler-hiring__logo\" src=\"https:\/\/d19zaobb0foqu6.cloudfront.net\/topics\/images\/amazonicon_.svg\" alt=\"Amazon\" loading=\"lazy\"><\/span>\n            <span class=\"scaler-hiring__name\">Amazon<\/span>\n          <\/span>\n          <span class=\"scaler-hiring__pill\">\n            <span class=\"scaler-hiring__badge\"><img decoding=\"async\" class=\"scaler-hiring__logo\" src=\"https:\/\/d19zaobb0foqu6.cloudfront.net\/topics\/images\/microsoft.svg\" alt=\"Microsoft\" loading=\"lazy\"><\/span>\n            <span class=\"scaler-hiring__name\">Microsoft<\/span>\n          <\/span>\n          <span class=\"scaler-hiring__pill\">\n            <span class=\"scaler-hiring__badge\"><img decoding=\"async\" class=\"scaler-hiring__logo\" src=\"https:\/\/d19zaobb0foqu6.cloudfront.net\/topics\/images\/flipkarticon_.svg\" alt=\"Flipkart\" loading=\"lazy\"><\/span>\n            <span class=\"scaler-hiring__name\">Flipkart<\/span>\n          <\/span>\n          <span class=\"scaler-hiring__pill\">\n            <span class=\"scaler-hiring__badge\"><img decoding=\"async\" class=\"scaler-hiring__logo\" src=\"https:\/\/d19zaobb0foqu6.cloudfront.net\/topics\/images\/adobeicon_.svg\" alt=\"Adobe\" loading=\"lazy\"><\/span>\n            <span class=\"scaler-hiring__name\">Adobe<\/span>\n          <\/span>\n          <span class=\"scaler-hiring__more\">1200+ more<\/span>\n        <\/div>\n      <\/div>\n    <\/div>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"best-books-resources-for-the-ai-syllabus\"><\/span><strong>Best Books &amp; Resources for the AI Syllabus<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Foundational Classics<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Book<\/strong><\/td><td><strong>Author(s)<\/strong><\/td><td><strong>Best for<\/strong><\/td><\/tr><tr><td>Artificial Intelligence: A Modern Approach (4th ed.)<\/td><td>Stuart Russell, Peter Norvig<\/td><td>The standard university AI textbook: search, logic, uncertainty, planning, learning<\/td><\/tr><tr><td>Deep Learning<\/td><td>Ian Goodfellow, Yoshua Bengio, Aaron Courville<\/td><td>The math behind neural networks<\/td><\/tr><tr><td>Grokking Machine Learning<\/td><td>Luis Serrano<\/td><td>An intuitive, low-math introduction to ML<\/td><\/tr><tr><td>Hands-On Machine Learning with Scikit-Learn, Keras and TensorFlow<\/td><td>Aur\u00e9lien G\u00e9ron<\/td><td>Applied ML and deep learning in code<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Latest Resources (2025\u20132026)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7&nbsp; &nbsp; &nbsp; <a href=\"https:\/\/huggingface.co\/learn\/llm-course\/chapter1\/1\" target=\"_blank\" rel=\"noopener\">&nbsp;Hugging Face LLM Course (Free)<\/a>: Hands-on transformers, tokenizers, and fine-tuning.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7&nbsp; &nbsp; &nbsp; <a href=\"https:\/\/huggingface.co\/learn\/agents-course\/unit0\/introduction\" target=\"_blank\" rel=\"noopener\">&nbsp;Hugging Face Agents Course (Free)<\/a>: Building and evaluating AI agents, with a certificate of completion.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7&nbsp; &nbsp; &nbsp; <a href=\"https:\/\/www.deeplearning.ai\/short-courses\/\" target=\"_blank\" rel=\"noopener\">&nbsp;DeepLearning.AI short courses<\/a>: Free, regularly updated courses on RAG, agents and LLM tools.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7&nbsp; &nbsp; &nbsp; <a href=\"https:\/\/docs.langchain.com\/oss\/python\/langgraph\/overview\" target=\"_blank\" rel=\"noopener\">&nbsp;LangChain &amp; LangGraph Documentation<\/a>: Primary resources for production-grade AI apps.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Karpathy's \"Zero to Hero\" and fast.ai are removed from this list because they haven't been updated since 2024. The DeepLearning.AI link previously pointed to the homepage with a broken label.<\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Communities<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>Hugging Face Forums<\/strong>: Model releases, troubleshooting, and open-source collaboration.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>r\/LocalLLaMA &amp; r\/MachineLearning<\/strong>: Community benchmarks and industry news.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00b7 &nbsp; &nbsp; &nbsp; <strong>GitHub AI Repos<\/strong>: Open-source implementations and agent frameworks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>TEMPLATE WIDGET: \"Scaler Alumni and Their Success Stories\" stays here (template).<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"conclusion\"><\/span><strong>Conclusion<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Every artificial intelligence syllabus comes back to the same six areas: math and programming foundations, problem solving and search, knowledge representation and reasoning, machine learning and deep learning, applied AI (NLP, vision and generative AI) and AI ethics. Degrees teach them semester by semester; job-focused courses compress the applied half and add LLMs, agents and deployment.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Whether you're a beginner starting with Python and data foundations, or an experienced developer specializing in RAG and multi-agent systems, the path is clear: master the fundamentals, build production-grade projects, and continuously adapt to new architectures. The demand for skilled AI engineers continues to outpace supply, and those who combine theory with practical deployment skills will lead the next wave of innovation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Explore These Course Syllabus<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/data-analytics-course-syllabus\/\">Data Analytics Course Syllabus<\/a><\/td><td><strong>Artificial Intelligence Syllabus<\/strong><\/td><\/tr><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/generative-ai-course-syllabus-topics-tools-projects\/\">Generative AI Course Syllabus<\/a><\/td><td><a href=\"https:\/\/www.scaler.com\/blog\/software-engineering-syllabus\/\">Software Engineering Syllabus<\/a><\/td><\/tr><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/devops-course-syllabus\/\">DevOps Course Syllabus<\/a><\/td><td><a href=\"https:\/\/www.scaler.com\/blog\/full-stack-developer-course-syllabus\/\">Full Stack Developer Course Syllabus<\/a><\/td><\/tr><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/cyber-security-course-syllabus-subjects-tools-detailed-breakdown\/\">Cyber Security Course Syllabus<\/a><\/td><td><a href=\"https:\/\/www.scaler.com\/blog\/data-science-course-syllabus-and-subjects\/\">Data Science Course Syllabus<\/a><\/td><\/tr><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/sql-syllabus\/\">SQL Syllabus<\/a><\/td><td><a href=\"https:\/\/www.scaler.com\/blog\/system-design-syllabus\/\">System Design Syllabus<\/a><\/td><\/tr><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/cloud-computing-syllabus\/\">Cloud Computing Syllabus<\/a><\/td><td><a href=\"https:\/\/www.scaler.com\/blog\/dbms-syllabus\/\">DBMS Syllabus<\/a><\/td><\/tr><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/agentic-ai-syllabus\/\">Agentic AI Syllabus<\/a><\/td><td><a href=\"https:\/\/www.scaler.com\/blog\/javascript-syllabus-beginner-to-advanced-curriculum-guide\/\">JavaScript Syllabus<\/a><\/td><\/tr><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/data-engineering-syllabus\/\">Data Engineering Syllabus<\/a><\/td><td><a href=\"https:\/\/www.scaler.com\/blog\/data-analyst-course-syllabus\/\">Data Analyst Course Syllabus<\/a><\/td><\/tr><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/natural-language-processing-nlp-syllabus\/\">Natural Language Processing Syllabus<\/a><\/td><td><a href=\"https:\/\/www.scaler.com\/blog\/machine-learning-syllabus\/\">Machine Learning Syllabus<\/a><\/td><\/tr><tr><td><a href=\"https:\/\/www.scaler.com\/blog\/python-syllabus\/\">Python Syllabus<\/a><\/td><td><a href=\"https:\/\/www.scaler.com\/blog\/python-full-stack-developer-syllabus\/\">Python Full Stack Developer Syllabus<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"artificial-intelligence-syllabus-faqs\"><\/span><strong>Artificial Intelligence Syllabus FAQs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>What is included in an artificial intelligence syllabus?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">An artificial intelligence syllabus usually covers math and Python foundations, search and problem solving, knowledge representation and reasoning, probability and Bayesian networks, machine learning, deep learning, NLP, computer vision, generative AI and AI ethics. Degree programs add labs and a final project. Job-focused courses emphasise tools, deployment and portfolio projects.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>How many subjects are there in AI?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A B.Tech or BSc AI program typically has 8\u201312 core AI subjects spread across semesters, plus math, programming and electives. Exact counts vary by university. Short certificates usually group the same content into 5\u20138 modules, such as Python, ML, deep learning, NLP and generative AI.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>What are the 7 main types of AI?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI is commonly grouped by capability into narrow AI, general AI and super AI, and by functionality into reactive machines, limited memory, theory of mind and self-aware AI. Together these make the seven types. Only narrow, limited-memory AI exists in practice today. The others remain theoretical.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Is AI a hard subject?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI is challenging mainly because of its math (linear algebra, probability, calculus) and programming demands. With a structured syllabus that moves from Python and statistics to ML and then deep learning, most learners with a STEM or coding background can follow it. Regular hands-on projects make abstract topics much easier.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>What prerequisites do I need for an AI syllabus?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">You need Class 12\u2013level math (algebra, basic calculus), comfort with probability and statistics, and beginner Python. Linear algebra helps for machine learning and deep learning. Many courses teach these foundations in the first module, so you can start as a beginner if you put in the extra practice time.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Is learning AI worth it in 2026?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Absolutely. AI has transitioned from a specialized research field to a core engineering discipline powering industries from healthcare to software development. The demand for AI engineers, ML practitioners, and LLM specialists continues to grow rapidly, with salaries and remote opportunities expanding globally. Success requires hands-on project building, continuous adaptation to new architectures, and a strong grasp of both theory and production deployment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>What is the difference between an AI engineer, ML engineer, and data scientist?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Data scientists focus on extracting insights and building statistical models. ML engineers productionize those models for scale and efficiency. AI engineers (the 2026 standard) combine ML engineering with expertise in LLMs, RAG pipelines, prompt engineering, and agentic workflows. They design end-to-end intelligent systems, often leveraging cloud-native deployment and advanced orchestration frameworks.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>How much does an AI course in India cost?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">It ranges from free online courses to a few lakh rupees for long professional programs, and more for full university degrees. Fees change often, so check each program's official page for current 2026 fees.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Is Python the only language needed for AI engineering?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Python is the primary language for major AI frameworks such as PyTorch and TensorFlow. However, a well-rounded AI engineer also benefits from SQL for data querying, Bash for infrastructure, and JavaScript\/TypeScript for deploying AI features in web applications. Systems-level work may require Go or Java, but Python remains the essential starting point.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>An artificial intelligence syllabus usually covers six areas: math and programming foundations, problem solving and search, knowledge representation and reasoning, machine learning and deep learning, applied AI (NLP, computer vision, generative AI) and AI ethics. Below you&#8217;ll find the core AI subjects, a semester-wise B.Tech AI &amp; ML syllabus, PG and certificate syllabi, and a [&hellip;]<\/p>\n","protected":false},"author":242,"featured_media":12033,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[272],"class_list":["post-8470","post","type-post","status-publish","format-standard","has-post-thumbnail","category-artificial-intelligence-machine-learning","tag-artificial-intelligence"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/8470","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\/242"}],"replies":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/comments?post=8470"}],"version-history":[{"count":21,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/8470\/revisions"}],"predecessor-version":[{"id":14686,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/8470\/revisions\/14686"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media\/12033"}],"wp:attachment":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media?parent=8470"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/categories?post=8470"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/tags?post=8470"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}