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Career guide · Technology & Engineering

AI, Machine Learning & Data Science

Subjects, entrance exams and your routes after Class 12

Using statistics, programming and machine learning to find patterns in data and build systems that predict, recommend or automate decisions.

Data AnalystData ScientistMachine Learning EngineerBusiness Intelligence Analyst

Written by Future Path counsellors. Facts checked against official sources on 5 October 2026.

Which stream after 10th?

How each stream keeps AI, Machine Learning & Data Science open, based on the official subject rules for the routes below.

Arts / Humanities

Some courses: depends on the university

Commerce

Some courses: depends on the university

Science (PCM)

Open

via Engineering degree and Integrated science (research track)

Science (PCB)

Open if you take Maths

via Integrated science (research track)

Many universities set their own subject rules, so always check the course you want. Not sure which stream suits your child? Read how to choose a stream after 10th or see every Class 11 subject option.

How to get there after Class 12

Engineering degree

Degree
What you study
B.Tech. and B.E.
Entrance / admission
JEE (Main), JEE (Advanced) — for IITs and State / university engineering entrance tests
You can specialise in
Computer Science & Engineering and Artificial Intelligence / Data Science (where offered)
Common next step
M.Tech. / M.E. and MBA
Typical first roles
Data Analyst and ML Engineer (junior)
Subjects in Class 11–12: For B.E./B.Tech seats through JEE (Main) in the NIT+ system: Physics and Mathematics, plus one of Chemistry / Biotechnology / Biology / a technical vocational subject, plus a language.NIT+ admission also needs 75% aggregate in Class 12 (65% SC/ST/PwD) or a top-20-percentile board result.

Sources: [1] [2] [3]

Science degree at a university

Degree
What you study
B.Sc.
Entrance / admission
CUET (UG) and University-specific admission
You can specialise in
Statistics, Mathematics, Computer Science and Data Science (where offered)
Common next step
M.Sc.
Typical first roles
Data Analyst and Research Assistant
Subjects in Class 11–12: Subject eligibility is set by each university for each programme; CUET lets students choose test subjects irrespective of their Class 12 subjects, but admission still depends on the university's own programme rules.

Sources: [3] [4]

Integrated science (research track)

Integrated programme
What you study
BS-MS (dual degree), IISERs
Entrance / admission
IISER Aptitude Test (IAT)
You can specialise in
Computational & Data Sciences (IISER Kolkata — requires Mathematics)
Common next step
PhD
Typical first roles
Research roles and Data Scientist
Subjects in Class 11–12: IISER BS-MS (science): at least three of Biology, Chemistry, Mathematics and Physics in Class 12. Mathematics is not compulsory for this programme.60% aggregate in Class 12 (55% SC/ST/PwD).

Sources: [5]

Computer applications degree

Degree
What you study
BCA
Entrance / admission
CUET (UG) and University-specific admission
You can specialise in
Data analytics
Common next step
MCA and M.Sc.
Typical first roles
Data Analyst
Subjects in Class 11–12: Subject eligibility is set by each university for each programme; CUET lets students choose test subjects irrespective of their Class 12 subjects, but admission still depends on the university's own programme rules.

Sources: [3] [4]

How this field is changing

A growing fieldA field created and grown by new technology

Big Data Specialists, AI and Machine Learning Specialists and Data Analysts and Scientists are among the fastest-growing roles globally to 2030; AI/ML Specialists and Data Analysts also top India's list of key growing roles. ILO notes statistical and database roles are themselves increasingly exposed to generative AI, so the work keeps changing.

Sources: [6] [7]

Skills that matter, and how to start now

Core skills

  • ✓Statistics and probability
  • ✓Python
  • ✓Data cleaning and visualisation
  • ✓Asking good questions of data

Things you can do this month

  • 🌱Analyse a real public dataset (e.g. cricket scores or weather) in a spreadsheet and write up three findings
  • 🌱Learn basic Python data handling through a free course and redo the spreadsheet analysis in code
  • 🌱Keep Class 11–12 Mathematics strong — statistics and probability are the foundation of this field

Is AI, Machine Learning & Data Science right for you?

Liking a field is a good start, but the right fit also depends on your strengths, the way you like to work and what matters to you. Our assessment looks at all of these, and your report shows which paths suit you best, with a counsellor to talk it through if you'd like.

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Questions parents and students ask

+Which stream should I choose after 10th for AI, Machine Learning & Data Science?

Routes into AI, Machine Learning & Data Science are open to students from Science (PCM). Students from Science (PCB) can also qualify for some routes if they take Mathematics. For Arts / Humanities and Commerce, some degree courses are possible, but each university sets its own subject rules, so check the specific course. Choose the stream your child will do well and stay interested in; the routes below show the exact subject rules.

+Which subjects do I need in Class 12 for AI, Machine Learning & Data Science?

For B.E./B.Tech seats through JEE (Main) in the NIT+ system: Physics and Mathematics, plus one of Chemistry / Biotechnology / Biology / a technical vocational subject, plus a language. Subject eligibility is set by each university for each programme; CUET lets students choose test subjects irrespective of their Class 12 subjects, but admission still depends on the university's own programme rules. IISER BS-MS (science): at least three of Biology, Chemistry, Mathematics and Physics in Class 12. Mathematics is not compulsory for this programme.

+What can I study after Class 12 for a career in AI, Machine Learning & Data Science?

The main routes are: Engineering degree (B.Tech. and B.E.); Science degree at a university (B.Sc.); Integrated science (research track) (BS-MS (dual degree), IISERs); Computer applications degree (BCA).

+Which entrance exams lead to AI, Machine Learning & Data Science?

Depending on the route: JEE (Main), JEE (Advanced) — for IITs, State / university engineering entrance tests, CUET (UG), University-specific admission and IISER Aptitude Test (IAT). Always check the latest official bulletin before you apply.

+How is AI, Machine Learning & Data Science changing over the next few years?

A growing field. Big Data Specialists, AI and Machine Learning Specialists and Data Analysts and Scientists are among the fastest-growing roles globally to 2030; AI/ML Specialists and Data Analysts also top India's list of key growing roles. ILO notes statistical and database roles are themselves increasingly exposed to generative AI, so the work keeps changing.

+How do I know if AI, Machine Learning & Data Science is right for me?

Interest is a good start, but fit also depends on your strengths, how you like to work and what matters to you. Our assessment looks at all of these and your report shows which paths suit you, with a counsellor available to talk it through.

Official sources

Rules and dates change every year. Always confirm with the latest official bulletin before applying.

  1. [1]JEE (Main) 2026 Information Bulletin — §5.8.1 subject combinations (Paper 1 / 2A / 2B) · National Testing Agency · checked 5 October 2026
  2. [2]JEE (Advanced) eligibility — Class XII with Physics, Chemistry and Mathematics compulsory · JEE (Advanced) Organising IIT · checked 5 October 2026
  3. [3]Specification of Degrees (Gazette 5 July 2014) — approved UG degree nomenclature (B.A., B.Sc., B.Com., BBA, BCA, B.Tech., B.Arch., LLB, B.Pharm., B.Sc.(Nursing), BFA, BPA, B.Ed. integrated, etc.) · University Grants Commission · checked 5 October 2026
  4. [4]CUET (UG) 2026 Information Bulletin — 37 subjects; subjects selectable irrespective of Class XII subjects; programme eligibility set by each university · National Testing Agency · checked 5 October 2026
  5. [5]IAT 2026 Information Brochure — BS-MS: ≥3 of Biology/Chemistry/Mathematics/Physics (Maths not mandatory); Maths required for listed data/economics/B.Tech programmes · IISER Admissions (Joint Admission Committee) · checked 5 October 2026
  6. [6]Future of Jobs Report 2025 — Fig 2.2 fastest-growing/declining roles; Fig 2.4 largest absolute growth/decline; India economy profile · World Economic Forum · checked 5 October 2026
  7. [7]Generative AI and jobs: A 2025 update — four exposure gradients; augmentation potential ~6x automation; clerical highest exposure; rising exposure for software, media, finance roles · International Labour Organization · checked 5 October 2026

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