GATE 2026 DA Important Topics: Check Topic-Wise Weightage, Pattern, Revision Tips and more

Graduate Aptitude Test in Engineering 2025 ( GATE )

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UPASANA
UPASANA PRADHAN
Assistant Manager- Editorial
Updated on Aug 28, 2025 16:00 IST

The Graduate Aptitude Test in Engineering (GATE 2026) for Data Science and Artificial Intelligence (DA) syllabus, important topics, high-weightage chapters can be checked here. A thorough understanding of the syllabus, important GATE DA topics, and their respective weightage is crucial for aspirants aiming to excel in this examination. Read below for more. 

GATE 2025 DA Important Topics

IIT Guwahati has released the GATE 2026 DA syllabus on the official website. Candidates who want to appear for the GATE DA paper must fill out the GATE 2026 application form, which is now available on gate2026.iitg.ac.in.

GATE 2026 DA Marks: Distribution and Weightage

The GATE 2025 DA question paper comprises two sections -

  • General aptitude - 15 marks
  • Subject questions - 85 marks

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A total of 100 marks is allotted for the GATE 2026 DA question paper. The question types include Multiple Choice Questions (MCQs), Multiple Select Questions (MSQs), and Numerical Answer Type (NAT) questions. Negative marking applies only to MCQs, with a deduction of 1/3 mark for 1-mark questions and 2/3 mark for 2-mark questions. There is no negative marking for MSQs and NAT questions.

Also Read:

GATE 2026 DA Syllabus- Topics and Weightage

The GATE Data Science and Artificial Intelligence syllabus, as per the GATE 2025 exam, is as follows. Aspirants can also check an approximate weightage section-wise below-

Subjects Approximate Weightage/Marks
Probability and Statistics 16 marks
Linear Algebra 10 marks
Calculus and Optimisation 8 marks
Programming, Data Structures, and Algorithms 21 marks
Database Management and Warehousing 8 marks
Machine Learning 11 marks
Artificial Intelligence 11 marks

GATE 2026 DA Expected Questions (Topic-Wise)

Q:   How are the placements at IIT Madras?
A:

The institute has released the 2024 placement report on the official website. However, there are no data points to conclude the placement statistics. The key highlights of IIT Madras placements 2024 are presented below:

Particulars

Placement Statistics (2024) (phase 1)

Median package

INR 19 LPA

Internship offers

19% increase compared with previous year

Placement rate

50% students placed

Top recruiters

JP Morgan Chase, Texas Instruments, Adobe

Note: The above-mentioned placement data is sourced from media reports and, hence may vary.

Q:   What is the highest package offered during IIT Delhi placements?
A:

50 students received domestic offers with package more than INR 1 crore per annum during the IIT Delhi placement drive 2023. Further, the highest international package offered during IIT Delhi placements 2023 stood at INR 2.5 crore per annum. 

Q:   What is the highest package offered at IIT Roorkee?
A:

According to media reports, the highest package offered during IIT Roorkee placements 2024 as compared with 2023 and 2022 are presented below:

Particulars

Placement Statistics (2022)

Placement Statistics (2023)

Placement Statistics (2024)

Highest domestic package

INR 2.15 crore per annum

INR 1.30 crore per annum

NA

Highest international package

INR 2.15 crore per annum

INR 1.06 crore per annum

INR 2.05 Crore per Annum

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Q:   What changes are made in GATE 2026?
A:

This year, IIT Guwahati is conducting GATE 2026, and two things have been modified - 

  • The GATE fees have been revised for all categories
  • A new sectional paper has been introduced, called Energy Science (under Engineering Sciences).

The details are available on the official website as well as in the information brochure. 

Q:   What is the sector-wise employment percentage record during IIT Delhi placements?
A:
 

The sector-wise placement distribution recorded during IIT Delhi placements 2025 is presented below:

Sectors

Placement Distribution (2025)

Core (Technical)

34%

IT

20%

Analytics

7%

Consulting

14%

Management

13%

Finance

4%

Others

8%

Q:   How good are the BTech placements at IIT Delhi?
A:

A total of 1,200 offers were made and 1,150 students were placed during the Phase 1 of IIT Delhi placements 2025. Further, more than 50 international offers were made during IIT Delhi Phase 1 placements 2024-25.

According to NIRF report 2025, the median package received during BTech placement 2024 was INR 19.08 LPA. Further, 711 students were placed and 49 students opted for higher studies out of total 946 students during IIT Delhi BTech placement 2024.

According to unofficial sources, the placement rate recorded during IIT Delhi BTech placements 2023 was 90.01%.

IIT Guwahati conducted the GATE exam in 2018, and looking at the pattern and format of the questions, here are some expected questions that can be asked from the following topics covered in the GATE 2026 DA question paper -

Topics

Expected Questions in the following topics

Data Structures and Algorithms

Tree Traversal, Hashing, Stack application, Graph traversal, Time complexities, master theorem, sorting, searching, shortest path, minimum cost spanning tree

Programming in Python

Recursion, List and dictionary comprehension, List, Tuple, set, and dictionary data types, and Scope of variable in a function

Database Management and Warehousing

Checking FD’s, Additional FD’s, Finding Normal Form of the relation, Decomposition properties, Tuple relational calculus, Data normalisation, OLAP operations, Equivalence FD’s, Decomposing the relation, B and B+ tree insertion and deletion, 

Machine Learning

Decision trees -information gain, entropy, K-value selection in KNN, K-means, single linkage clustering in KNN, Model parameters in Naive Bayes, model parameters in ANN, Hyper plane, decision boundary, and linearly non-separable data, distance-weighted KNN, decision trees pruning, cross validation techniques, etc. 

Artificial Intelligence

Iterative deepening search, depth limited search, bi-directional search, rules of inference, tautologies, exact inference through variable elimination, quantifies and multiple quantifiers

GATE 2026 DA Important Formulas (Topic-Wise)

Topics/Subjects Important Formulas to Focus
Probability and Statistics Baye's Theorem, Mean and Variance, Probability and Distributions (Binomial, Poisson, and Normal Distribution)
Linear Algebra Matrix operations, Principal component analysis - (Formula for Eigenvalues of Covariance Matrix)
Calculus and Optimization Gradient Descent Update Rule, Lagrange Multiplier Method
Machine Learning Loss Functions, Naïve Bayes Classifier
Data Structures and Algorithms Time Complexity (Big-O Notation), Dynamic Programming
Artificial Intelligence Minimax Algorithm (Game Theory), Perceptron Rule (Basic Neural Network)

Quick Tips for Memorisation and Problem Solving

  • Revise short notes, mind maps, and cheat sheets for quick concept review.
  • Memorize important formulas, such as Bayes’ Theorem, Eigenvalues, Gradient Descent, etc.
  • Attempt at least 2 to 3 full-length mock tests under timed conditions.
  • Attempt 50+ NAT-type questions for numerical accuracy.
  • Follow a 50-40-30 rule during the exam- (50 mins for General aptitude, 40 mins for medium-difficulty questions, and 30 mins for tough questions & review)
  • Get 7-8 hours of sleep before the exam. Avoid new topics and focus on confidence-building revision. 
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About the Author
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UPASANA PRADHAN
Assistant Manager- Editorial
Upasana has more than six years of experience in the education industry, especially in engineering and medical content articles. She’s an electronics and communication engineering graduate from DTU and covers engine Read Full Bio
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Answered 3 weeks ago

The GATE exam is conducted once a year. The entrance test takes place on multiple dates and shifts for 30 test papers. For 2026, IIT Guwahati is conducting the exam on February 7, 8, 14, and 15. 

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Shiksha Hazarika

Contributor-Level 7

Answered a month ago

Yes, IIT Guwahati has extended the GATE 2026 registration date with late fees. The new GATE 2026 registration date is October 13.

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Shiksha Gaurav

Contributor-Level 7

Answered a month ago

If you notice an error or discrepancy after submitting your GATE form, don't panic. Once the application correction window opens, log in via GOAPS using your credentials and make the corrections. Details like category, gender, exam city, paper choice, date of birth, etc., can often be edited — usual

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Dheeraj Goswami

Contributor-Level 6

Answered 2 months ago

The GATE cutoff changes every year depending on seat intake, number of applicants appeared in exam, toughness of question paper, and previous cutoff trends. Candidates who meet cutoff score can participate for counselling.

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Indrani Uniyal

Contributor-Level 7

Answered 2 months ago

Based on the previous year's trends, the GATE 2026 expected cutoff for computer Science and engineering can be checked below- 

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UPASANA PRADHAN

Contributor-Level 10

Answered 2 months ago

No, a duplicate GATE 2026 admit card will not be provided at the test center. Candidates must carry their own admit card along with the mentioned documents and items to the GATE exam center. IIT Guwahati will release the GATE admit card on January 2. 

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Piyush Shukla

Contributor-Level 7

Answered 2 months ago

Candidates will get only one scribble pad at a time. They must write their name and registration number before using it. If the rough sheet gets filled, then they can ask for another one scribble pad after returning the previous one to the invigilator. After the exam concludes, candidates must retur

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Bhumika Uniyal

Contributor-Level 7

Answered 2 months ago

Yes, candidates will get a scribble pad in the GATE exam 2026 to do the rough work. Candidates have to write their name and registration number on the scribble pad before using it. However, the rough sheet must be returned after the completion of the exam. 

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Sumridhi Sinha

Contributor-Level 7

Answered 2 months ago

The barcode present in the GATE admit card 2026 carries the candidate's information. It is required for a faster verification process and fraud prevention. So, make sure it does not get tampered. Carry multiple copies in case your GATE 2026 hall ticket is torn or tampered. 

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Taru Shukla

Contributor-Level 7

Answered 2 months ago

Candidates who are appearing for the GATE exam must carry a valid ID proof along with a passport-size photograph, transperant water bottle, and pen (blue or black) along with GATE 2026 hall ticket. We advise to carry atleast two to three copies of admit card to the centre.

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Aishwarya Uniyal

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