How to Become an AI Engineer After 12th: Requirements and Path
Nishit Kumar is a senior EdTech industry leader with over a decade of experience in building and scaling education platforms, shaping their product, content, and growth strategy. At…
Fresh AI engineers in India start with annual packages ranging from ₹6 Lakhs to ₹8 Lakhs, progressing to ₹15.6 Lakhs to ₹17.2 Lakhs on average with 3 to 6 years of experience.
Below is a detailed overview of eligibility criteria, undergraduate degree options, entrance examination routes, technical skill requirements, top colleges, fee structures, salary expectations, and step-by-step career roadmaps for students after Class 12.
| Parameter | Details |
|---|---|
| Academic Requirement (BTech) | Class 12 with Physics, Chemistry, and Mathematics (PCM) |
| Academic Requirement (BCA/BSc) | Class 12 pass from any stream (50%+ marks; Math or CS preferred for BSc) |
| Primary Undergraduate Degrees | BTech AI (4 Yrs), BTech CSE AI (4 Yrs), BCA AI (3 Yrs), BSc AI (3 Yrs) |
| Key Entrance Exams | JEE Main, CUET, BITSAT, MHT-CET, KCET, WBJEE, ZAPT |
| Average Mid-Level Salary (3-6 Yrs) | ₹15.6 Lakhs – ₹17.2 Lakhs per annum |
| Top Hiring Hubs | Bengaluru (26%), Delhi NCR (18%), Hyderabad (12%), Pune (8%) |
Who is a Artificial Intelligence
An Artificial Intelligence (AI) Engineer is a technical professional responsible for building, training, and deploying autonomous algorithms and software systems. These systems perform complex human-like cognitive tasks, including continuous learning, natural language understanding, pattern recognition, and data-driven decision making.
AI engineers design core models using machine learning algorithms, which encompass supervised learning, unsupervised learning, regression, classification, and clustering techniques. Furthermore, they construct deep learning models using multi-layer artificial neural networks via frameworks like PyTorch, TensorFlow, and Keras to process unstructured text, speech, and visual data for enterprise applications.
Eligibility to Become a Artificial Intelligence
Eligibility requirements for artificial intelligence programs depend primarily on the stream chosen in Class 12 and the specific undergraduate degree structure:
- BTech Programs: Completing Class 12 with Physics, Chemistry, and Mathematics (PCM) is required for 4-year BTech engineering degrees in AI or BTech Computer Science and Engineering (CSE) with AI specialization.
- Non-PCM Pathways: Students without Class 12 Mathematics, or those coming from Commerce and Arts streams, can enter AI careers by enrolling in a 3-year Bachelor of Computer Applications (BCA) with an AI specialization or short-term diplomas.
- National Entrance Tests: JEE Main is used for admission into 4-year AI engineering courses across NITs, IIITs, and Centrally Funded Technical Institutes (CFTIs).
- State Entrance Tests: State exams including MHT-CET, KCET, and WBJEE offer entry into state engineering colleges for AI courses.
- Central University Tests: CUET is accepted by central and deemed universities for BCA in AI, BSc in AI, and BSc Data Science admissions.
- Private Institute Exams: Private universities conduct independent entrance tests (such as BITSAT, VITEEE, and ZAPT) or grant direct entry based on Class 12 marks. JEE is not compulsory for all AI degrees.
Courses to Become a Artificial Intelligence
| Course | Duration | Eligibility | Primary Focus |
|---|---|---|---|
| BTech in AI / CSE with AI | 4 years | Class 12 PCM | Engineering systems and machine learning |
| BSc in Artificial Intelligence | 3 years | Class 12 (PCM preferred) | Scientific, mathematical, and algorithmic base |
| BCA with AI Specialization | 3 years | Class 12 (Any stream) | Application software development and integration |
| Diploma in AI & ML | 1 year | Class 12 pass | Practical, industry-aligned skills |
Students with Class 12 PCM can pursue 4-year BTech programs in AI or CSE with AI specialization. Non-math, Commerce, and Arts students can enter the field through 3-year BCA with AI courses or short-term diplomas.
BSc AI vs BCA AI: Which Course Should You Choose?
Choosing between a Bachelor of Science (BSc) in AI and a Bachelor of Computer Applications (BCA) in AI depends on career goals. A BSc in AI emphasizes scientific, mathematical, and algorithmic foundations, preparing students for research and model development. In contrast, a BCA in AI focuses on software application development, cloud integration, and building practical systems for enterprise deployment.
| Feature / Attribute | BSc in Artificial Intelligence | BCA in Artificial Intelligence |
|---|---|---|
| Primary Focus Area | Scientific, mathematical, and algorithmic base | Application development and software integration |
| Core Subjects | Machine Learning, Data Science, NLP, Robotics | AI Fundamentals, Software Engineering, Cloud, Web Tech |
| Programming Tools | Python, R, statistical libraries | Python, Java, TensorFlow, Keras, OpenCV |
| Learning Methodology | Research-oriented and analytical | Practical and industry project-focused |
| Ideal Career Path | AI Researcher, Data Scientist, ML Engineer | AI Developer, Application Architect, Software Engineer |
| College | City | Ownership | Total course fee | NIRF rank |
|---|---|---|---|---|
| Symbiosis Skills & Open University | Pune | — | ₹11.30 lakh | 1 (Overall, 2025) |
| Indian Institute of Technology Madras | Chennai | Government | ₹49,200 | 1 (Overall, 2025) |
| Manipal University Manipal | Manipal | — | ₹3.13 lakh | 3 (Overall, 2025) |
| Punjab Agricultural University | Ludhiana | — | ₹3.03 lakh | 3 (Overall, 2025) |
| Manipal Academy of Higher Education (MAHE) | Manipal | — | ₹2.20 lakh | 3 (University, 2025) |
| Jamia Millia Islamia University | Delhi | Government | ₹42,950 | 4 (Overall, 2025) |
| Indian Institute of Technology Kanpur | Kanpur | Government | ₹84,040 | 5 (Overall, 2025) |
| Indian Institute of Technology Roorkee | Roorkee | — | ₹71,200 | 6 (Overall, 2025) |
| College | City | Ownership | Total course fee |
|---|---|---|---|
| Government Engineering College Rajkot | Rajkot | Government | ₹6,000 |
| Government Engineering College Bharuch | Bharuch | Government | ₹6,000 |
| L.D. College of Engineering | Ahmedabad | Government | ₹8,190 |
| Jadavpur University | Kolkata | Government | ₹9,600 |
| Government College (Autonomous) Rajahmundhry | Rajahmundhry | Government | ₹10,290 |
| Elphinstone College | Mumbai | Government | ₹16,044 |
| Government Engineering College Thiruvananthapuram | Thiruvananthapuram | Government | ₹24,000 |
| Government Engineering College Palakkad | Palakkad | Government | ₹26,460 |
| College of Engineering Trivandrum | Thiruvananthapuram | Government | ₹28,212 |
| Government College of Engineering and Ceramic Technology | Kolkata | Government | ₹36,000 |
| College | City | Ownership | Total course fee | Average package |
|---|---|---|---|---|
| Lal Bahadur Shastri Institute of Management | Delhi | Private | ₹16.60 lakh | 8 LPA |
| Vidya Pratishthan’s Kamalnayan Bajaj Institute of Engineering and Technology Baramati | Pune | Private | ₹1.81 lakh | 7.2 LPA |
| Keshav Memorial Institute of Technology | Hyderabad | Private | ₹3.29 lakh | 7.17 LPA |
| Thiruthangal Nadar College | Chennai | Private | ₹1.25 lakh | 6.82 LPA |
| Walchand College of Engineering | Sangli | Private (aided) | — | 6.09 LPA |
| BMS Institute of Technology and Management | Bangalore | Private | ₹11.24 lakh | 6.07 LPA |
| Pimpri Chinchwad College of Engineering | Pune | Private | ₹3.42 lakh | 6 LPA |
| BVRIT Hyderabad College of Engineering for Women | Hyderabad | Private | ₹3.69 lakh | 5.96 LPA |
| PSG Institute of Technology and Applied Research | Coimbatore | Private | ₹1.75 lakh | 5.91 LPA |
| Galgotias College of Engineering and Technology | Greater Noida | Private | ₹3.47 lakh | 5.76 LPA |
| City | Colleges | Fee range | Well-known options |
|---|---|---|---|
| Bangalore | 148 | ₹83,680 – ₹24.29 lakh | Alliance University, Christ University |
| Hyderabad | 114 | ₹60,000 – ₹21.50 lakh | University of Hyderabad, Indian Institute of Technology Hyderabad |
| Chennai | 97 | ₹49,200 – ₹8.00 lakh | Indian Institute of Technology Madras, Saveetha Institute of Medical and Technical Sciences |
| Coimbatore | 96 | ₹68,490 – ₹7.00 lakh | Amrita Vishwa Vidyapeetham, P.S.G College of Technology |
| Pune | 93 | ₹70,012 – ₹12.00 lakh | Dr. DY Patil Vidyapeeth, MIT World Peace University |
| Bhopal | 56 | ₹70,000 – ₹5.37 lakh | Maulana Azad National Institute of Technology, VIT Bhopal University |
| Mumbai | 53 | ₹16,044 – ₹38.28 lakh | Tata Institute of Social Sciences Mumbai, Mumbai University |
| Jaipur | 47 | ₹84,000 – ₹28.75 lakh | Manipal University Jaipur, Banasthali Vidyapith |
| College | City | Ownership | Total course fee |
|---|---|---|---|
| Indian Institute of Information Technology Kottayam | Kottayam | — | ₹4.20 lakh |
| CT Group of Institutions | Jalandhar | Private | ₹2.22 lakh |
| Loyola Institute of Business Administration | Chennai | Private | ₹2.41 lakh |
| Indian Institute of Management Sirmaur | Sirmaur | — | ₹4.00 lakh |
| Jain University | Bangalore | — | ₹2.29 lakh |
Skills Required
Success in AI engineering requires a combination of programming expertise, mathematical modeling, and software engineering capabilities. Python is featured in nearly 75% of AI job postings in India, making it the primary language for AI developers. Additionally, SQL and data engineering skills appear in more than 50% of AI job openings across the country.
| Skill Category | Core Competencies and Tools |
|---|---|
| Programming Languages | Python (Variables, Data Structures, Libraries), Java, C++ |
| Mathematics & Statistics | Linear Algebra, Calculus, Probability, Statistics, Optimization |
| Data Management | SQL, Database Querying, NumPy, Pandas (Data Cleaning & Preparation) |
| Machine Learning (ML) | Supervised & Unsupervised Learning, Scikit-Learn, Model Evaluation |
| Deep Learning (DL) | Neural Networks, PyTorch, TensorFlow, Keras |
| Software Engineering | Git Version Control, REST APIs, Cloud Deployment (AWS, GCP) |
Artificial Intelligence Salary
AI engineering compensation in India scales rapidly with technical expertise, job location, and years of hands-on experience:
- Entry-Level (0-1 year): Fresh graduates start with annual packages between ₹6 Lakhs and ₹8 Lakhs per annum.
- Early Career (1-3 years): AI engineers earn an average salary of ₹11.3 Lakhs per annum.
- Mid-Level (3-6 years): Mid-career AI engineers command average annual packages between ₹15.6 Lakhs and ₹17.2 Lakhs.
- Senior Roles (6-9 years): Senior AI engineers average ₹24.9 Lakhs per annum, while lead roles exceed ₹30 Lakhs per annum.
- Location Trends: AI engineers in Bangalore earn the highest average compensation, ranging from ₹10 Lakhs to over ₹30 Lakhs per annum.
- Employer Segment: Product tech giants (such as Google, Microsoft, and Amazon) offer ₹15 Lakhs to ₹40+ Lakhs per annum, while IT services firms (like TCS, Infosys, and Wipro) pay ₹7 Lakhs to ₹20 Lakhs per annum.
Career Growth
The demand for AI professionals in India is supported by strong industry expansion and government initiatives. The Union Cabinet approved the IndiaAI Mission with an outlay of ₹10,371.92 crore to boost national computing infrastructure, research facilities, AI startups, and specialized education programs.
The Indian technology sector logged approximately 2.9 lakh AI job postings in 2025, with hiring projected to grow by 32% in 2026. IT and Software services account for the largest share of hiring at 37%, followed by Banking, Financial Services, and Insurance (BFSI) at 15.8%. Bengaluru leads hiring as the primary AI hub with 26% of listings, followed by Delhi NCR (18%), Hyderabad (12%), and Pune (8%). Candidates with 0-3 years of experience represent 18% of all AI hiring, expected to reach 20% in 2026. Specialized progression tracks include ML Engineer, Natural Language Processing (NLP) Specialist, Computer Vision Engineer, MLOps Engineer, AI Architect, and AI Research Scientist.
How to Start a Career as Artificial Intelligence: Step by Step
- Check stream eligibility: Verify PCM subject requirement for BTech programs (50-60%+ marks), or check non-PCM entry criteria for BCA/BSc AI courses.
- Register for entrance exams: Apply for national exams (JEE Main), state tests (MHT-CET, KCET, WBJEE), central university test (CUET), or institute tests (BITSAT, ZAPT).
- Secure admission via scores or merit: Gain admission to NITs, IIITs, state colleges, or central universities using entrance exam scores, or opt for private universities offering direct admission based on Class 12 marks.
- Select undergraduate degree specialization: Enroll in a 4-year BTech in AI / BTech CSE (AI & ML) or a 3-year BCA with AI / BSc in AI program.
- Build core programming and math foundation: Learn Python programming, SQL databases, linear algebra, probability, and calculus in Year 1.
- Develop ML models and portfolio projects: Build machine learning models using Scikit-Learn, PyTorch, and TensorFlow; create chatbots, predictors, or image recognition models and upload to GitHub.
- Complete industry internships: Apply for summer internships and hackathons in Year 3/4 to get hands-on enterprise experience.
| What to do | Where | Link |
|---|---|---|
| Compare colleges, fees and cutoffs | Artificial Intelligence colleges in India | findmycollege.com |
Freshers entering the field can expect starting salaries between ₹6 Lakhs and ₹8 Lakhs per annum. Following a structured roadmap from Class 12 through graduation prepares candidates for expanding roles across tech, finance, and healthcare.
FAQs
Is JEE compulsory for AI engineering after Class 12?
No, JEE is not compulsory. While JEE Main is required for NITs and IIITs, students can take state entrance tests (MHT-CET, KCET), university tests (ZAPT, BITSAT), or pursue BCA/BSc AI programs based on Class 12 marks.
Can a PCB (Biology) student become an AI engineer after 12th?
Yes, PCB students without Class 12 Mathematics can pursue a 3-year BCA with AI specialization, a BSc in AI/Data Science (where allowed), or short-term diplomas followed by an MCA or master’s program.
How many years does it take to become an AI Engineer after 12th?
It takes 4 years via a BTech in AI or BTech CSE (AI & ML), and 3 years via a BCA in AI or BSc in AI degree.
Can a fresher become an AI engineer in India?
Yes, freshers and candidates with 0-3 years of experience account for 18% of AI hiring in India, which is projected to grow to 20% in 2026.
What is the starting salary of a BTech AI graduate in India?
Entry-level AI engineers and fresh BTech AI graduates earn between ₹6 Lakhs and ₹8 Lakhs per annum, rising to ₹11.3 Lakhs within 1 to 3 years.
12th ke baad AI course kaise kare?
12th ke baad AI course karne ke liye PCM wale students BTech in AI/CSE le sakte hain, jabki non-PCM students BCA ya BSc AI/Data Science chun sakte hain. Python aur Mathematics seekhna sabse zaroori hai.
