Your AI Learning Path

Start from zero. Go at your own pace. All resources are free. You can follow this path on the phone or laptop you already use, on everyday networks, from any city in India.

Pick a level below or jump to a role-specific path if you want a shorter route.

Hub copy and curated lists last reviewed: 2 June 2026.

Beginner — AI Basics
Start here. No code, no jargon.
Intermediate — AI for Work
Use AI professionally. Build real things.
Advanced — AI Engineering
Build and ship production AI systems.

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Beginner — AI Basics

36 resources

Understand what AI actually is, try free tools like ChatGPT and Gemini, and learn to use AI in your daily work or studies. Works on any phone or laptop — no expensive hardware, no paid subscriptions.

Level BeginnerNo code needed

AI for Talent Acquisition — LinkedIn Learning (Free Trial)

LinkedIn Learning's AI for HR track covers: using AI to write job descriptions, sourcing passive candidates with AI tools, reducing screening time with automated shortlisting, and predicting candidate success. India's IT and startup hiring teams are already using these workflows. Free 30-day trial available.

LinkedIn Learningrecruiters
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Level BeginnerNo code neededFree

How to Hire AI/ML Engineers in India — NASSCOM Guide

NASSCOM's practical guide for Indian HR teams hiring their first AI engineers: what to look for in a data scientist vs ML engineer vs AI researcher, how to evaluate GitHub portfolios, which skills actually matter vs buzzwords, typical salary bands by city (Bangalore, Hyderabad, Pune, Chennai), and where to find them (LinkedIn, Kaggle, Unstop, IIT placements).

NASSCOMrecruiters
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Level BeginnerNo code neededFree

Avoiding Bias in AI-Assisted Hiring — Free Course (Google)

Google's module on AI bias in recruitment: how resume screening tools can discriminate by gender, caste, or region, India-specific bias risks (name-based filtering, college tier bias), and how to audit AI hiring tools before deploying them. Directly relevant for Indian companies under DPDP Act obligations for fair data processing.

Google Cloud Skills Boostrecruiters
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Level BeginnerNo code neededFree

India's National AI Strategy — NITI Aayog (Full Document, Free)

The foundational document for all Indian AI policy. NITI Aayog's 'National Strategy for Artificial Intelligence' (2018, updated 2021) defines the #AIForAll vision, 5 focus sectors (agriculture, healthcare, education, smart cities, smart mobility), key risks, and governance framework. Mandatory reading for anyone working in AI policy, government tech, or regulatory affairs in India.

NITI Aayogpolicy-tracker
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Level BeginnerNo code neededFree

DPDP Act 2023 — Complete Policy Analysis for AI Practitioners

India's Digital Personal Data Protection Act 2023 is the primary law governing AI systems that process personal data. This analysis covers: what counts as personal data in an AI context, consent requirements for ML training datasets, data localisation obligations, the Data Protection Board's enforcement powers, and comparison with GDPR. Essential for policy analysts advising AI companies.

MeitYpolicy-tracker
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Level BeginnerNo code needed

Adobe Firefly — AI for Indian Creative Professionals (Free Trial)

Adobe Firefly is the safest generative AI for commercial creative work — trained on licensed content, so images are safe for client projects without copyright risk. Free in Creative Cloud. Covers: text-to-image, Generative Fill in Photoshop, text effects, and generative background in Premiere Pro. Adobe offers 60-day free trial and student pricing at ₹1,596/month.

Adobecreatives
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Level BeginnerNo code needed

Canva AI — Design, Presentations & Social Content (Free)

Canva's AI suite is now free for the core tools: Magic Write (copy), Magic Design (layouts), Text to Image, and AI video backgrounds. Canva is already India's most-used design tool — this covers how to use the AI features for social media posts, pitch decks, reels thumbnails, and marketing collateral. Canva Pro is free for Indian students via the Education programme.

Canvacreatives
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Level BeginnerNo code needed

AI for Video Creators — CapCut, Runway, and InVideo (India Guide)

Three AI video tools relevant for Indian creators: (1) CapCut AI — free, works on mobile, Hindi text-to-speech and auto-captions. (2) InVideo AI — Indian startup, text-to-video, ₹2,500/month, used by 7M+ creators. (3) Runway Gen-3 — professional video AI for ads and brand films. Comparison of pricing, quality, and use cases for YouTube, Instagram Reels, and corporate video.

InVideo / Runwaycreatives
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Level BeginnerNo code neededFree

AI in Government Services — NASSCOM & MeitY Playbook (Free)

NASSCOM and MeitY's joint playbook on deploying AI in Indian government services: citizen-facing chatbots (lessons from MyGov Saathi), AI for grievance redressal, document processing at scale (Aadhaar integration), and procurement rules for government AI projects. Covers procurement process under GFR 2017 and GeM portal for AI solutions. Mandatory reading for government officers working on digital transformation.

NASSCOM / MeitYgov-innovators
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Level BeginnerNo code needed

iGOT Karmayogi — AI & Data Literacy for Government Officers (Free)

iGOT Karmayogi is the Government of India's official learning platform for civil servants. The AI and data literacy courses are free for all central government employees. Covers: what AI is (non-technical), AI in public policy, data-driven governance, and digital transformation case studies from Indian states. Verified by DOPT. Login with your official government email.

iGOT Karmayogi / DOPTgov-innovators
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Level BeginnerNo code needed

Smart India Hackathon — How to Submit a Winning AI Problem Statement

Guide for government officers submitting problem statements to Smart India Hackathon. Covers: how to frame an AI solvable problem (not just a software request), what data to provide, IP ownership of solutions, how to convert winning prototypes into procurement, and follow-through with the winning team. Past winning AI solutions included crop disease detection, legal document digitisation, and grievance routing.

MoE / SIHgov-innovators
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Level BeginnerNo code needed

AI Strategy for Business Leaders — McKinsey & BCG Reports (Free)

McKinsey Global Institute and BCG have published the most widely-cited AI strategy frameworks — both are free to read. MGI's 'The Age of AI' and BCG's 'AI at Scale' cover: how to identify AI use cases with highest ROI, build vs buy decisions, change management for AI adoption, and India-specific insights on AI readiness across BFSI, retail, and manufacturing. Non-technical. Designed for C-suite and board.

McKinsey / BCGexecutives
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Level BeginnerNo code neededFree

AI Fundamentals for Business Leaders — Microsoft Learn (Free)

Microsoft's free 6-module path for business executives: what AI/ML actually is (without mathematics), how to evaluate AI vendor claims, data strategy for AI, AI governance and risk management, and building AI-ready teams. Designed for CXOs, not engineers. Takes ~4 hours. Comes with a LinkedIn-shareable Microsoft certificate.

Microsoft Learnexecutives
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Level BeginnerNo code neededFree

NASSCOM AI Adoption Barometer — India Enterprise Report (Free)

NASSCOM's annual AI adoption survey across 500+ Indian enterprises. The 2025 report covers: which sectors are leading (BFSI, IT services, retail), average AI ROI reported by Indian companies, barriers to adoption (talent, data quality, trust), and what separates AI leaders from laggards. Free PDF download. Essential context for any Indian executive making AI investment decisions in 2026.

NASSCOMexecutives
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Level BeginnerNo code neededFree

Google AI Essentials (Free Certificate)

Google's official 5-course AI certificate on Coursera — completely free to audit. Covers what AI is, how large language models work, using Gemini in daily tasks, and responsible AI basics. No coding. Perfect first course for anyone in India.

Google / Courseraall
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Level BeginnerNo code neededFree

AI for Everyone — Andrew Ng (Free Audit)

DeepLearning.AI's most popular non-technical AI course. Andrew Ng explains AI strategy, machine learning, and what AI can/can't do — in plain language. Free to audit on Coursera. ~6 hours total. Ideal for managers, business owners, and anyone curious about AI.

DeepLearning.AI / Courseraall
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Level BeginnerNo code neededFree

Introduction to Generative AI — Google Cloud (Free)

Google Cloud's 45-minute free course explaining what generative AI is, how it differs from traditional ML, and how to use Google tools like Vertex AI. No prior experience needed. Available in English, with partial Hindi captions.

Google Cloud Skills Boostall
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Level BeginnerNo code neededFree

Microsoft AI Fundamentals (AI-900) — Free Learning Path

Microsoft's official free self-paced AI learning path covering AI concepts, machine learning, computer vision, NLP, and conversational AI. Prepares you for the AI-900 certification. ~10 hours. Works well on mobile, ideal for learners on limited bandwidth.

Microsoft Learnall
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Level BeginnerNo code neededFree

ChatGPT Basics: How to Use AI Tools at Work (Free)

OpenAI's free beginner guide to using ChatGPT — writing, summarising, brainstorming, and problem solving. Includes an India-focused use-case guide: drafting emails in English/Hindi, GST queries, and business planning. No signup required to start.

OpenAI Help Centermsme
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Level BeginnerNo code neededFree

Gemini for Google Workspace — India SME Quickstart

Google's free training for using Gemini inside Gmail, Docs, Sheets, and Meet. Covers writing assistants, summarisation, and data analysis — no coding at all. Google Workspace has a free tier available to Indian businesses.

Google Workspace Learning Centermsme
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Level BeginnerNo code neededFree

Microsoft Copilot for Everyday Work (Free Guide)

Microsoft's free guide to using Copilot in Word, Excel, Outlook, and Teams. Covers writing, summarising meetings, building spreadsheets with AI, and creating presentations. Microsoft 365 basic tier is free for Indian students.

Microsoft Learnexecutives
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Level BeginnerNo code neededFree

Google Prompting Essentials Certificate (Free)

Google's short free course on writing effective AI prompts. Covers the 5-step prompting framework, zero/few-shot prompting, and chain-of-thought techniques. Comes with a shareable Google certificate. Available for free to Indian learners.

Level BeginnerNo code neededFree

Anthropic's Claude: Introduction and Prompt Guide (Free)

Anthropic's free documentation and beginner guide to using Claude — writing, analysis, coding help, and research. Claude has a generous free tier with no credit card required. Great alternative to ChatGPT; often gives more detailed, nuanced answers.

Anthropic Docsstudents
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Level BeginnerNo code neededFree

Responsible AI: Avoiding Bias in AI (Google, Free)

Google's free 45-minute module on understanding AI bias, fairness, and responsible AI use. Covers real examples relevant to India: language bias, demographic bias in hiring tools, and how to spot AI errors. Essential before deploying any AI in work.

Google Cloud Skills Boostall
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Level BeginnerNo code needed

Meta AI Literacy: Understanding Large Language Models

Meta's free educational resource on how LLMs (like ChatGPT and Gemini) actually work — tokens, training data, hallucinations, and limitations. No maths required. Helps you understand WHY AI sometimes gives wrong answers and how to verify output.

Meta AIall
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Level BeginnerNo code neededFree

NASSCOM GenAI Primer for India — Free

NASSCOM's India-specific introduction to Generative AI: what it means for Indian industries, language challenges (22+ official languages), use cases for BFSI, healthcare, agriculture, and education. Free PDF report + online modules.

NASSCOMall
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Level BeginnerNo code neededFree

AI for Indian Languages: Bhashini Introduction (Free)

Government of India's Bhashini platform brings AI translation, speech, and text tools for all 22 scheduled Indian languages — free for citizens. This intro guide explains how to use Bhashini for your mother tongue content creation.

MeitY / Bhashinicreatives
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Level BeginnerNo code neededFree

AI Ethics and Safety — Short Course (Anthropic, Free)

Anthropic's primer on AI safety, alignment, and responsible deployment. Covers what AI can go wrong, why 'hallucinations' happen, and how to use AI responsibly at work. Free, ~2 hours. Highly relevant for government officers and enterprise decision-makers.

Anthropicall
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Level BeginnerNo code neededFree

Kaggle: Intro to AI and Machine Learning (Free)

Kaggle's completely free beginner track. Start from 'what is machine learning' to running your first model — no setup needed, runs in the browser. Used by 15+ million data learners worldwide. Works perfectly on slow internet via Kaggle Notebooks.

Level BeginnerNo code neededFree

NASSCOM FutureSkills AI/ML Curriculum

NASSCOM's flagship AI/ML path from fundamentals to advanced deployment. Free certificates, self-paced modules, and industry-recognised credentials.

NASSCOM FutureSkillsstudents
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Level BeginnerNo code neededFree

Google Experience AI for Educators

Google's free K-12 AI curriculum with classroom activities, teacher guides, and student worksheets. No prior ML knowledge required.

Googleprofessors
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Level BeginnerNo code neededFree

NASSCOM AI for MSMEs Track

Practical AI and automation course for small businesses: inventory, customer support, and financial workflows. Free, self-paced.

NASSCOM FutureSkillsmsme
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Level BeginnerNo code neededFree

Google Prompting Essentials (India)

Google's short course on writing effective AI prompts. Ideal for business owners who want to use ChatGPT-style tools without coding.

Googlemsme
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Level BeginnerNo code neededFree

Digital India AI Skilling Initiative

MeitY's skilling programme for public servants; AI fundamentals, responsible AI, and digital governance modules.

MeitYgov-innovators
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Level BeginnerNo code neededFree

NASSCOM AI for Creative Professionals

Content, design, and agency workflows with AI. Covers Midjourney, Firefly, Sora, and AI copywriting — from NASSCOM's creative track.

NASSCOM FutureSkillscreatives
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Level BeginnerNo code needed

Adobe Firefly & Generative AI for Design (India)

Adobe's official India training on Generative Fill, text-to-image, and AI tools inside Creative Cloud.

Adobecreatives
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Intermediate — AI for Work

30 resources

Move from casual use to structured workflows. Learn prompt engineering, build simple AI apps, use APIs from OpenAI and Anthropic, and automate work tasks. Light coding — Python basics helpful but not required for all courses.

Level IntermediateLight tools

Writing AI-Proof Job Descriptions for Indian Tech Roles

Practical guide: how to write JDs that attract strong AI/ML candidates in India. Common mistakes (asking for 5 years of LLM experience), what senior Indian engineers look for (remote options, tech stack, team quality), how to use ChatGPT to draft and iterate JDs without introducing bias, and benchmarking against competing offers. Includes templates for ML Engineer, AI Product Manager, and Data Scientist.

NASSCOM / LinkedInrecruiters
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Level IntermediateLight tools

AI Recruitment Tools Available in India — Comparison

Overview of AI recruitment tools used by Indian companies: iRecommend (HCL), Darwinbox AI (homegrown Indian HR AI), HireQuotient, Keka AI, and global tools like HireVue. What each does, pricing in INR, DPDP compliance status, and which large Indian IT companies and startups use them. Helps HR teams make build-vs-buy decisions.

HR Tech Indiarecruiters
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Level IntermediateLight tools

Global AI Regulation Tracker — Stanford HAI (Free)

Stanford Human-Centered AI Institute's free global AI policy database tracks AI regulations across 60+ countries. Directly compare India's AI governance approach with the EU AI Act, US Executive Order on AI, China's GenAI regulations, and UK's pro-innovation framework. Updated regularly. Essential reference for India's policy community engaging with international AI governance forums.

Stanford HAIpolicy-tracker
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Level IntermediateLight toolsFree

MeitY's AI Advisory on LLMs — What It Means in Practice

MeitY's 2024 advisory on Large Language Models is India's first regulatory signal on Generative AI. This explainer covers: what the advisory actually requires (vs what media reported), which companies it applies to, the 'consent-based labelling' provision for AI-generated content, and what a future Indian AI Act might look like based on this advisory. Includes comparison with EU AI Act Annex III.

MeitY / IndiaAIpolicy-tracker
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Level IntermediateLight tools

AI Governance: Reading List for Indian Policy Professionals

Curated reading list for Indian AI policy analysts: (1) NITI Aayog Responsible AI reports, (2) NASSCOM AI Ethics framework, (3) IEEE Ethically Aligned Design, (4) Brookings India AI governance papers, (5) ORF (Observer Research Foundation) AI policy briefs, (6) ICRIER tech policy papers. All free, all India-relevant. Covers safety, fairness, accountability, and transparency.

Multiple / ORFpolicy-tracker
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Level IntermediateLight tools

Prompting for Visual AI — A Creative's Guide (Midjourney, Firefly, DALL-E)

How to write prompts that actually produce great images — specific to advertising, brand identity, editorial illustration, and social media content. Covers: style references, aspect ratios for Indian social platforms (Instagram 1:1, Reels 9:16, WhatsApp 1:1), how to describe Indian faces and settings without stereotyping, and prompt structures that work in Adobe Firefly (the only tool safe for commercial work).

Adobe / OpenAIcreatives
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Level IntermediateLight toolsFree

AI for Indian Language Content Creation — Bhashini + Sarvam

Practical guide for creators making content in Hindi, Tamil, Telugu, Kannada, or Bengali. Covers: Bhashini's free TTS (text-to-speech) for voiceovers in 22 languages, Sarvam AI's speech synthesis for professional narration, AI dubbing workflows for YouTube (dub one video into 5 languages), and using Claude/Gemini to write scripts in Hinglish. India's regional language content economy is growing 3x faster than English.

Bhashini / Sarvam AIcreatives
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Level IntermediateLight toolsFree

AI for Citizen Services — Case Studies from Indian States

Six detailed case studies of AI deployed in Indian state governments: (1) Andhra Pradesh's RTGS fraud detection, (2) Maharashtra's AI crop insurance (PMFBY), (3) Telangana's Dharani land records AI, (4) Kerala's AI health diagnostics in PHCs, (5) Tamil Nadu's AI traffic management in Chennai, (6) Gujarat's AI for MSME loan approvals. What worked, what failed, and procurement lessons for other states.

IndiaAI / State Govtsgov-innovators
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Level IntermediateLight toolsFree

Responsible AI for Government — NITI Aayog Framework

NITI Aayog's Responsible AI for All framework specifically addresses government AI deployment: algorithmic accountability in public sector decisions, explainability requirements for welfare scheme targeting, audit trails for AI-assisted administrative orders, and citizen redressal mechanisms when AI makes errors. Directly applicable to any officer implementing AI in a government programme.

NITI Aayoggov-innovators
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Level IntermediateLight tools

AI Risk and Governance for Indian Boards — IIM Approach

IIM Ahmedabad and IIM Bangalore have developed board-level AI governance frameworks for Indian companies. Covers: AI risk taxonomy (operational, reputational, regulatory), board oversight structures for AI, what questions directors should ask management about AI, SEBI disclosure implications for listed companies, and India's emerging AI liability framework under the DPDP Act. Non-technical, designed for independent directors.

IIM Ahmedabadexecutives
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Level IntermediateLight toolsFree

Building an AI-Ready Organisation in India — Practical Playbook

How Indian companies are structuring their AI teams: centralised CoE (TCS, Infosys model) vs embedded AI (Swiggy, Razorpay model), whether to hire a Chief AI Officer, how to assess internal AI readiness (data infrastructure, talent, culture), and how to sequence the first 3 AI use cases. Draws on 50+ Indian company case studies from NASSCOM and YourStory's tech leadership coverage.

NASSCOM / YourStoryexecutives
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Level IntermediateLight toolsFree

Prompt Engineering for Developers — DeepLearning.AI (Free)

Built by OpenAI and DeepLearning.AI. Teaches systematic prompt engineering: zero-shot, few-shot, chain-of-thought, and structured outputs using the ChatGPT API. Free, ~1.5 hours, runs in browser with free API credits included. The most-referenced prompt course globally.

DeepLearning.AI / OpenAIbuilders
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Level IntermediateLight toolsFree

Kaggle: Feature Engineering + Pandas for AI (Free)

Kaggle's free hands-on ML path for working with real data: cleaning, feature selection, and building your first prediction model. All runs in Kaggle Notebooks — no local setup, no cost. Perfect for Indian learners on shared computers or limited hardware.

Kagglestudents
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Level IntermediateLight toolsFree

Google ML Crash Course (Updated 2024, Free)

Google's flagship free ML course. 15+ hours covering supervised learning, neural networks, fairness, and production ML with TensorFlow. Uses real datasets, interactive exercises, and video lessons. Fully free — no certificate required but highly respected in India tech hiring.

Google for Developersbuilders
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Level IntermediateLight toolsFree

Building Systems with ChatGPT API — DeepLearning.AI (Free)

How to build multi-step AI systems: classification chains, moderation, Q&A bots, and customer service workflows. Uses the ChatGPT API. Free, ~3 hours. Directly applicable to Indian customer service automation and enterprise chat applications.

DeepLearning.AI / OpenAIbuilders
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Level IntermediateLight toolsFree

LangChain for LLM Application Development (Free)

Andrew Ng + Harrison Chase teach LangChain — the most-used framework for building AI apps with LLMs. Covers chains, agents, memory, and document Q&A. Free, ~3 hours. India startups use LangChain extensively for enterprise chatbots and RAG systems.

DeepLearning.AI / LangChainbuilders
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Level IntermediateLight toolsFree

Anthropic Claude API: Prompt Engineering Advanced Guide

Anthropic's official technical guide to getting the best results from Claude. Covers system prompts, XML structuring, multi-turn conversations, tool use, and handling edge cases. Free reference, directly usable with Claude's free API tier.

Anthropic Docsbuilders
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Level IntermediateLight toolsFree

Hugging Face NLP Course — Chapter 1–4 (Free)

Hugging Face's free course on transformers and NLP. No heavy GPU needed for chapters 1–4 which run on free Colab. Directly relevant for Indian language AI work — the Hugging Face library powers AI4Bharat's IndicBERT and most India NLP research.

Hugging Facebuilders
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Level IntermediateLight toolsFree

AI for Finance and Accounting — Kaggle + Google (Free)

Practical AI workflows for finance professionals: anomaly detection, forecasting, document processing, and fraud detection. Combines Kaggle notebooks (free) with Google Sheets + Gemini for analysis. Perfect for CA, CPA, and BFSI professionals in India.

Kaggle / Googlemsme
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Level IntermediateLight toolsFree

AI-Assisted Research and Academic Writing (Anthropic/OpenAI)

How to use Claude and ChatGPT for literature reviews, citation management, paper drafting, and peer review responses. Covers academic integrity guidelines, how to disclose AI use in Indian journals (UGC norms), and prompts for Scopus-level research.

Anthropic / OpenAI guidesprofessors
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Level IntermediateLight toolsFree

Microsoft Azure AI Services for Developers — Free Learning Path

Microsoft's free hands-on path: Azure OpenAI, Vision, Speech, and Language services. Includes 12-month free Azure credits for students. Directly usable for building India enterprise AI apps with compliant data residency (India Central / South).

Microsoft Learnbuilders
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Level IntermediateLight toolsFree

AI for Hiring: Using Tools Responsibly (NASSCOM, Free)

NASSCOM's guide for Indian HR professionals: using AI for JD writing, resume screening, and interview prep — with guardrails against bias. Covers DPDP compliance and MeitY guidelines for AI in employment decisions. Free PDF + online modules.

NASSCOMrecruiters
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Level IntermediateLight tools

AI for Creative Professionals: Adobe & Canva (Free Courses)

Adobe's free Creative Cloud AI tutorials + Canva's free AI design certification. Covers Firefly text-to-image, Magic Edit, background removal, and Canva's AI presentation tools. Adobe offers 60-day free trials for India students, with student pricing thereafter.

Adobe / Canvacreatives
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Level IntermediateLight toolsFree

OpenAI Cookbook — Practical Recipes for the ChatGPT API (Free)

OpenAI's open-source collection of practical code examples: embeddings, fine-tuning, RAG systems, and API best practices. All runnable in free Google Colab. Essential reference for Indian developers building on GPT-4o, o1, and GPT-3.5-turbo.

OpenAIbuilders
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Level IntermediateLight toolsFree

IIT Madras: Data Science and Programming (Free Online, Tamil/English)

IIT Madras's free foundational course on Python, data analysis, and statistics — the prerequisite for AI/ML. Completely free online; paid only if you want the degree. Used by 30,000+ Indian students. Available in Tamil and English.

IIT Madras / NPTELstudents
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Level IntermediateLight toolsFree

NPTEL: Deep Learning (IIT courses, Free + Certificate)

India's NPTEL platform offers free AI/ML courses from IIT professors (IIT Madras, Bombay, Kharagpur). Audio in English, subtitles in Hindi. Earn a certificate with proctored exam for ~₹1000. Trusted by Indian industry for hiring.

NPTEL / IITsprofessors
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Level IntermediateLight toolsFree

IIT Madras BS Data Science & AI

India's most-enrolled online AI degree from IIT Madras. Structured, affordable, with live proctored exams and placement support.

IIT Madrasstudents
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Level IntermediateLight toolsFree

IndiaAI Builder Tracks & Hackathons

Official IndiaAI hackathons, builder curricula, and sandboxes for developers working on Indian AI products.

IndiaAIbuilders
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Level IntermediateLight toolsFree

Google ML Crash Course (India Edition)

Google's free ML course tailored with India use-cases. Covers TensorFlow, feature engineering, and production ML pipelines.

Googlebuilders
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Level IntermediateLight toolsFree

IndiaAI GovTech AI Programme

Official AI training for government officials: policy, data governance, procurement of AI systems, and citizen-facing applications.

IndiaAI / MeitYgov-innovators
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Advanced — AI Engineering

13 resources

Train, fine-tune, and deploy ML models. Build RAG systems, LLM-powered agents, and Indian-language AI with AI4Bharat. Needs Python proficiency. Free GPU on Kaggle/Colab — enough for serious practice without buying your own hardware.

Level AdvancedTechnicalFree

Fast.ai: Practical Deep Learning for Coders (Free, Part 1)

The world's best hands-on DL course — free, no paywalls, no sign-up. Jeremy Howard teaches you to train state-of-the-art image, text, and tabular models from scratch using PyTorch. Runs on free Kaggle GPUs. Used by hundreds of Indian AI researchers and engineers.

Fast.aibuilders
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Level AdvancedTechnicalFree

Hugging Face: NLP Advanced + Fine-tuning (Free)

Chapters 5–9 of the HF NLP course: fine-tuning BERT/GPT-2, building NLP pipelines, training on custom datasets, and deploying to production. Directly relevant for fine-tuning on Indian languages using AI4Bharat datasets. Runs on free Colab T4.

Hugging Facebuilders
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Level AdvancedTechnicalFree

DeepLearning.AI: Machine Learning Specialization (Free Audit)

Andrew Ng's updated 3-course ML specialisation on Coursera — free to audit. Covers supervised learning, unsupervised learning, and recommender systems with Python, scikit-learn, and TensorFlow. Still the gold standard for ML theory in India tech hiring.

DeepLearning.AI / Stanfordbuilders
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Level AdvancedTechnicalFree

Fine-Tuning Large Language Models — DeepLearning.AI (Free)

How to fine-tune LLMs on your own data using Lamini. Covers when to fine-tune vs RAG, preparing training data, and evaluation. Free, ~1.5 hours. Highly relevant for building Indian-language models or domain-specific enterprise models.

DeepLearning.AI / Laminibuilders
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Level AdvancedTechnicalFree

Meta PyTorch Official Tutorials (Free)

Meta's official PyTorch tutorials — the framework behind LLaMA, AI4Bharat models, and Fast.ai. From tensor basics to distributed training. Completely free, runs on free Colab. PyTorch is the most-used DL framework in Indian AI research and startups.

Meta / PyTorchbuilders
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Level AdvancedTechnicalFree

Building RAG Applications with LangChain + OpenAI (Free)

Retrieval Augmented Generation from scratch: embeddings, vector databases, and document Q&A. DeepLearning.AI free course. RAG is the architecture behind most Indian enterprise AI chatbots (legal, BFSI, government document Q&A).

DeepLearning.AI / OpenAIbuilders
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Level AdvancedTechnicalFree

AI4Bharat: Building Indian Language NLP Models (Open Source)

IIT Madras AI4Bharat's complete open-source toolkit for Indian language AI: IndicBERT, IndicTrans2, Dhruva ASR, and Shrutilipi TTS. Research papers, training code, and datasets all free on GitHub. The starting point for building any Indian-language AI product.

AI4Bharat / IIT Madrasprofessors
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Level AdvancedTechnicalFree

LLM Operations (LLMOps) — DeepLearning.AI (Free)

Production LLM systems: prompt versioning, evaluation pipelines, monitoring, and cost optimisation. Free, ~3 hours. Covers the full lifecycle from development to production — critical for Indian teams shipping AI products to scale.

DeepLearning.AIbuilders
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Level AdvancedTechnicalFree

Google Cloud: MLOps on Vertex AI (Free Qwiklabs)

Google's free hands-on MLOps labs: CI/CD pipelines for ML, model monitoring, feature stores, and A/B testing with Vertex AI. Uses free Qwiklab credits. Google Cloud's India-region data centres make this directly deployable for Indian enterprise.

Google Cloud / Qwiklabsbuilders
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Level AdvancedTechnicalFree

OpenAI: Function Calling, Embeddings & Assistants API (Free Docs)

OpenAI's developer guide to advanced features: function calling (tool use), embeddings for semantic search, batch API, and the Assistants API for stateful agents. Free documentation with runnable Python examples. The backbone of most production AI agents in India.

OpenAIbuilders
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Level AdvancedTechnicalFree

Anthropic: Building Production Systems with Claude (Technical Guide)

Anthropic's advanced technical documentation: tool use, computer use, multi-agent orchestration, and Claude's constitutional AI for safe deployment. Free, no signup. Claude's 200k context window makes it ideal for long-document processing (contracts, legal filings, academic papers).

Anthropicbuilders
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Level AdvancedTechnicalFree

IISc / IIT: AI Research Seminars and Lecture Series (Free)

Indian Institute of Science and IITs host free public AI seminars, lecture recordings, and reading groups. IISc's CDS department and IIT Bombay's CFDVS post recordings on YouTube. Best way to access India's frontier AI research community for free.

IISc / IITsprofessors
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Level AdvancedTechnicalFree

AI4Bharat Teaching Resources

IIT Madras open-source NLP tools, datasets, and lecture materials for teaching Indian-language AI in universities.

IIT Madras / AI4Bharatprofessors
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