GATE DA Syllabus 2026 PDF - Check Data Science and AI Important Topics

GATE DA Syllabus 2026 PDF - Check Data Science and AI Important Topics

Edited By Samridhi Mishra | Updated on Mar 24, 2025 12:45 PM IST | #GATE

GATE Data Science and AI Syllabus 2026 - IIT Guwahati will release the GATE 2026 Data Science and Artificial Intelligence syllabus pdf on its official website. GATE exam aspirants can check the GATE DA syllabus on this page based on the previous year's notification. The GATE 2026 DA and AI syllabus comprises all the topics that will be tested in the GATE exam. The syllabus comprises topics such as Probability, Statistics, Linear Algebra, Algorithms, Programming, Data Structures, Database Management Systems, Data Warehousing, Machine Learning, and Artificial Intelligence. The authority will also provide the GATE 2026 exam pattern online. Candidates must refer to the GATE syllabus to ensure that they study all the relevant topics. IIT Guwahati will conduct the GATE 2026 exam in online mode in the month of February 2026.

This Story also Contains
  1. GATE DA Syllabus 2026 for General Aptitude
  2. GATE DS and AI Syllabus 2026
  3. GATE Data Science and AI Books 2026
GATE DA Syllabus 2026 PDF - Check Data Science and AI Important Topics
GATE DA Syllabus 2026 PDF - Check Data Science and AI Important Topics

Understanding the syllabus of DA for GATE 2026 is the first and foremost step while preparing for the GATE exam. The previous year GATE DA syllabus is mentioned in this article. Candidates can also check the GATE Data Science and AI question paper for more understanding of the exam pattern and frequently asked topics in the exam.
Download the previous year's GATE Data Science and AI Syllabus

GATE DA Syllabus 2026 for General Aptitude

IIT Guwahati will release the GATE 2026 Data Science and AI Syllabus on its official website. Candidates will be able to check the updated GATE General Aptitude syllabus 2026 from the table below. However, until the GATE 2026 DA & AI syllabus pdf is released candidates can check the previous year's syllabus below.

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GATE 2026 syllabus for General Aptitude

ChaptersTopics
GATE GA syllabus for Verbal Aptitude
  • Basic English grammar: tenses, articles, adjectives, prepositions, conjunctions, verb-noun agreement, and other parts of speech
  • Basic vocabulary: words, idioms, and phrases in context, reading and comprehension, Narrative sequencing.
GATE GA syllabus for Quantitative Aptitude
  • Data interpretation: data graphs (bar graphs, pie charts, and other graphs representing data), 2- and 3-dimensional plots, maps, and tables
  • Numerical computation and estimation: ratios, percentages, powers, exponents and logarithms, permutations and combinations, and series Mensuration and geometry Elementary statistics and probability
GATE GA syllabus for Analytical Aptitude
  • Logic: deduction and induction, Analogy, Numerical relations and reasoning
GATE GA syllabus for Spatial Aptitude
  • Transformation of shapes: translation, rotation, scaling, mirroring, assembling, and grouping paper folding, cutting, and patterns in 2 and 3 dimensions.
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Know your Chances for M.Tech Admission in Engineering Colleges based on GATE Score & Marks, Caste group, GATE Paper & Qualifying Degree.
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GATE DS and AI Syllabus 2026

IIT Guwahati will upload the GATE Syllabus for Artificial Intelligence and Data Science online as a pdf. The syllabus topics such as Probability, Statistics, Linear Algebra, Algorithms, Programming, Data Structures, Database Management Systems, Data Warehousing, Machine Learning, and Artificial Intelligence. For detailed information, refer to the GATE syllabus for Data Science and AI below.

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GATE 2026 DA Syllabus

Subject

Topics

GATE DA syllabus for Probability and Statistics

Counting (permutation and combinations), probability axioms, Sample space, Events, independent events, mutually exclusive events, marginal, conditional and joint probability, Bayes Theorem, conditional expectation and variance, mean, median, mode and standard deviation, correlation, and covariance, random variables, discrete random variables and probability mass functions, uniform, Bernoulli, binomial distribution, Continuous random variables and probability distribution function, uniform, exponential, Poisson, normal, standard normal, t-distribution, chi-squared distributions, cumulative distribution function, Conditional PDF, Central limit theorem, confidence interval, z-test, t-test, chi-squared test.

GATE DA syllabus for Linear Algebra

Vector space, subspaces, linear dependence and independence of vectors, matrices, projection matrix, orthogonal matrix, idempotent matrix, partition matrix and their properties, quadratic forms, systems of linear equations and solutions

Gaussian elimination, eigenvalues and eigenvectors, determinant, rank, nullity, projections, LU decomposition, singular value decomposition

GATE DA syllabus for Calculus and optimization

Functions of a single variable, limit, continuity and differentiability, Taylor series, maxima and minima, optimization involving a single variable

GATE DA syllabus for Database Management and Warehousing

  • ER-model, relational model: relational algebra, tuple calculus, SQL, integrity constraints, normal form, file organisation, indexing, data types, data transformation such as normalisation, discretization, sampling, compression
  • Data warehouse modelling: schema for multidimensional data models, concept hierarchies, measures: categorization and computations.

GATE DA syllabus for Programming, Data Structures and Algorithms

  • Programming in Python
  • Basic data structures: stacks, queues, linked lists, trees, hash tables
  • Search algorithms: linear search and binary search
  • Basic sorting algorithms: selection sort, bubble sort and insertion sort
  • Divide and conquer: mergesort, quicksort; introduction to graph theory
  • Basic graph algorithms: traversals and shortest path

GATE DA syllabus for Machine Learning

(i) Supervised Learning: regression and classification problems, simple linear regression, multiple linear regression, ridge regression, logistic regression, k-nearest neighbour, naive Bayes classifier, linear discriminant analysis, support vector machine, decision trees, bias-variance trade-off, cross-validation methods such as leave-one-out (LOO) cross-validation, k-folds cross-validation, mulo-layer perceptron, feed-forward neural network;


(ii) Unsupervised Learning: clustering algorithms, k-means/k-medoid, hierarchical clustering, top-down, bottom-up: single-linkage, multiple linkages, dimensionality reduction, principal component analysis.

GATE DA syllabus for AI

Search: informed, uninformed, adversarial; logic, propositional, predicate; reasoning under uncertainty topics - conditional independence representation, exact inference through variable elimination, and approximate inference through sampling.

Related links:

GATE DA and AI Topic Wise Weightage

Topic NameNumber of Questions
Total Marks
General Aptitude1015
Probability and Statistics1016
Linear Algebra610
Calculus and Optimization58
Programming, Data Structures, and Algorithms1321
Database Management and Warehousing68
Machine Learning811
Artificial Intelligence (AI)711
Total65100

GATE Data Science and AI Marking Scheme 2026

The GATE exam consists of two sections, General Aptitude and subject-oriented. Check the marking scheme of the GATE 2026 DA exam here. Candidates must note that the For a wrong answer chosen in a MCQ, there will be a negative marking. For a 1-mark question, 1/3 mark will be deducted and for the 2-mark question, 2/3 mark will be deducted.

GATE 2026 Data Science and AI Marking Scheme

Subject

Marks Allotted

General Aptitude (GA)

15

Subject marks

85

Total

100

Related links:

GATE Data Science and AI Books 2026

Students can refer to the following table for the list of books for GATE preparation. A useful tip to aspirants is to make GATE Data Science and AI notes in a short and precise manner for better revision. Moreover, aspirants must check their level of preparation regularly with GATE Data Science and AI sample papers and mock tests.

GATE 2026 Data Science and Artificial Intelligence Books

Book

Author

Artificial Intelligence: A Modern Approach

Textbook by Peter Norvig and Stuart J. Russell

‘Deep Learning’

by Ian Goodfellow, Yoshua Benjio, Aaron Courville

Introduction to Data Science: Practical Approach with R and Python

B. Uma Maheswari (Author), R. Sujatha (Author)

Data Science for Dummies

Lillian Pierson (Author), Jake Porway (Foreword)

Data Science from Scratch: First Principles with Python

Joel Grus

Frequently Asked Questions (FAQs)

1. What is the exam pattern for GATE Data Science and Artificial Intelligence 2026?

As per the exam pattern for GATE Data Science and Artificial Intelligence, the exam will have 15 marks worth GA section and the remaining 85 for the core subject. The question paper will comprise a mix of MCQs, MSQs and NATs.

2. What is a good score in GATE 2026?

A score of 90+ is considered the best for GATE 2026, since it increases the chances of admission drastically.

3. What type of questions are asked in GATE 2026 DA?

GATE DA 2026 will have three types of questions, multiple-choice (MCQ) type, multiple-select (MSQ) type, and numerical answer type (NAT).

4. Is there negative marking in GATE 2026 Data Science and AI paper?

Yes, there is a negative marking in the GATE Data Science and AI 2026.

5. Is 6 months enough for GATE 2026 preparation?

It depends on the individual calibre of the aspirant. But yes, with proper planning, and good study material, 6 months is enough for GATE 2026 preparation. Provided that the students must have previous knowledge of the basics.

6. What is the syllabus for GATE data science 2026?

The GATE Data Science and AI syllabus 2026 includes such as Probability, statistics, linear algebra, algorithms, Programming, Data Structures, database management systems, warehousing, machine learning, and Artificial intelligence.

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Questions related to GATE

Have a question related to GATE ?

The NTPC GATE 2025 application form release date is not explicitly mentioned. However, you can check the official NTPC website for updates on the GATE 2025 application form.

Additionally, you can look for notifications on the NTPC Recruitment Portal, which provides information on various recruitment drives and application procedures.

To get the latest updates, regularly visit the NTPC website and the official GATE 2025 website. You can also register for notifications or follow reputable sources on social media to stay informed.

In the past, NTPC has released recruitment notifications and application forms on various dates, such as March 28, 2025, March 26, 2025, March 21, 2025, March 8, 2025, and January 28, 2025, for different positions and through different recruitment processes, including GATE 2024.

Hello,

Congratulations on your GATE 2025 performance! With a GATE score of 647 and an All India Rank (AIR) of 1078 in Civil Engineering, you have a competitive profile. Admission to the M.Tech in Structural Engineering at IIT Hyderabad is highly sought after, and the required GATE scores can vary annually based on factors like applicant pool strength, seat availability, and overall performance.

While specific cutoff scores for 2025 are not yet available, we can refer to previous years' data for insight:

  • 2024: The OBC-NCL cutoff for Structural Engineering was 689 .

  • 2023: The OBC-NCL cutoff for Structural Engineering was 723 .

These figures suggest that the cutoff scores have been relatively high in recent years. Given your score of 647, admission to IIT Hyderabad's Structural Engineering program may be challenging.

Alternative Options to Consider:

  1. Other IITs: Explore Structural Engineering programs at other IITs where the cutoff scores might align more closely with your GATE score.

  2. NITs and IIITs: Institutes like NIT Warangal , NIT Trichy , and IIIT Hyderabad offer reputable M.Tech programs in Structural Engineering with potentially more accessible cutoff scores.

  3. State Universities and Private Institutions: Consider universities such as Osmania University or JNTU Hyderabad , which have strong engineering faculties and may have different admission criteria.

Next Steps:

  • Research: Investigate the specific admission requirements and cutoff trends of the alternative institutions mentioned.

  • Application Process: Ensure you understand the application timelines and procedures for each institution, as they may differ.

While securing a seat in IIT Hyderabad's Structural Engineering program may be competitive with your current GATE score, exploring these alternative pathways can lead you to a fulfilling academic and professional journey in Civil Engineering.

Hello,

Yes, you can still apply to certain M.Tech colleges that do not require COAP for admissions. While IITs use COAP for seat allotment , many NITs, IIITs, and other institutes have their own admission processes.

What Can You Do?

1. Apply to NITs, IIITs, and Other Institutes via CCMT

  • NITs, IIITs, and some GFTIs admit M.Tech students through CCMT (Centralized Counseling for M.Tech) .

  • COAP is not required for CCMT.

  • The eligibility is based on the GATE cutoff for your category , but since you mistakenly applied as General, your score may not meet the General cutoff in some cases.

2. Apply for Direct Admissions in Private/State Universities

Some top private and state universities offer M.Tech admissions based on GATE scores but do not use COAP , such as:

  • BITS Pilani (Direct admission or written test)

  • VIT Vellore (VITMEE exam or GATE score)

  • Manipal University

  • SRM University

  • Shiv Nadar University

3. Contact IITs for Category Correction Appeal

If your score meets the OBC-NCL cutoff but not the General cutoff , you can try:

  • Contacting GATE authorities (IISc/IITs) to check if corrections are possible for COAP registration.

  • Some IITs allow category correction appeals if you provide valid proof (OBC-NCL certificate before the GATE deadline).

4. Use Your GATE Score for PSU or Other Opportunities

  • Some PSUs (Public Sector Undertakings) recruit using GATE, and their application process is separate from COAP.

  • Other M.Tech programs (like sponsored seats or self-sponsored seats ) may not strictly follow COAP rules.

Next Steps

  1. Check NIT/IIIT admission through CCMT.

  2. Look into private universities with direct M.Tech admissions.

  3. Contact IIT admission offices to ask about a correction appeal.

  4. Explore PSU or industry-based GATE opportunities.

Hi aspirant,


Yes, you are eligible to apply for the GATE exam . GATE is generally used for admission to postgraduate programs such as MTech, M.E., and M.Sc. at top institutes in India, as well as for recruitment in Public Sector Undertakings (PSUs).


By clearing GATE, you can pursue a relevant course. Since you mentioned that you already have a B.Sc. degree in Computer Science, a Master's program in Computer Science and Technology would be an excellent fit for you.


Here are the eligibility criteria to participate in GATE:


- Candidates must have a bachelor's degree in science.

- You can also apply if you are in your third year.

- There is no minimum percentage requirement.

- There is no age limit.


Here is a guide for you to prepare for the upcoming gate exam:


https://engineering.careers360.com/articles/how-to-prepare-for-gate


Good luck with your application!

Hello,

Thapar Institute of engineering and Technology (TIET) reserves 50% of its seats for candidates who have passed their qualifying examination from schools located in punjab you are 11th and 12th grades in punjab, you are eligible for the punjab state quota at TIET regardless of your permanent residency. this quota provides an advantage in the admission process for candidates who have studied imm punjab.

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