GATE DA Syllabus 2025 PDF - Check Data Science and AI Important Topics

GATE DA Syllabus 2025 PDF - Check Data Science and AI Important Topics

Edited By Team Careers360 | Updated on Dec 16, 2024 03:43 PM IST | #GATE
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GATE Data Science and AI Syllabus 2025 - IIT Roorkee has released the GATE 2025 Data Science and Artificial Intelligence syllabus on the official website gate2025.iitr.ac.in. Candidates can check the topic-wise GATE DA syllabus 2025 on this page. The GATE 2025 DA and AI syllabus comprises all the topics that have to be prepared for the GATE exam. The syllabus includes topics such as Probability, Statistics, Linear Algebra, Algorithms, Programming, Data Structures, Database Management Systems, Data Warehousing, Machine Learning, and Artificial Intelligence. Additionally, the GATE 2025 exam pattern has been released online. Candidates must refer to the GATE 2025 syllabus to ensure studying all the relevant topics. The GATE 2025 exam will be held on February 1, 2, 15 & 16, 2025. The GATE Data Science and Artificial Intelligence Syllabus 2025 PDF download link is available below.
Direct link to download the GATE 2025 Data Science and AI Syllabus

GATE 2025: Syllabus | Sample Papers

This Story also Contains
  1. GATE DA Syllabus 2025 for General Aptitude
  2. GATE DS and AI Syllabus 2025
  3. GATE Data Science and AI Books 2025
GATE DA Syllabus 2025 PDF - Check Data Science and AI Important Topics
GATE DA Syllabus 2025 PDF - Check Data Science and AI Important Topics

Understanding the syllabus of DA for GATE 2025 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.

GATE DA Syllabus 2025 for General Aptitude

The authority has released the GATE 2025 Data Science and AI Syllabus on the official website. Candidates can check the GATE General Aptitude syllabus 2025 in the table below.

GATE 2025 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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GATE DS and AI Syllabus 2025

The Indian Institute of Technology Roorkee has published the GATE Syllabus for Artificial Intelligence and Data Science on its official website. 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.

GATE 2025 Syllabus
Candidates preparing for GATE 2025 can now access the official syllabus. The detailed syllabus PDF is available for download as PDF here.
Download Now

GATE 2025 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

Name of SubjectNumber of QuestionsTotal 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
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GATE Data Science and AI Marking Scheme 2025

The GATE exam consists of two sections, General Aptitude and subject-oriented. Check the marking scheme of the GATE 2025 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 2025 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 2025

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 2025 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 2025?

The exam for GATE Data Science and Artificial Intelligence 2025 consists of GA and Subject based sections for a total marks of 100.

2. What is a good score in GATE 2025?

A score of 90+ is considered the best for GATE 2025, since it increases the chances of admission drastically.

3. What type of questions are asked in GATE 2025 DA?

GATE DA 2025 consists of three types of questions, multiple-choice (MCQ) types, multiple-select (MSQ) type, and numerical answer type (NAT).

4. Is there negative marking in GATE 2025 Data Science and AI paper?

Yes, there will be negative marking in the GATE Data Science and AI 2025, but only for MCQs.

5. Is 6 months enough for GATE 2025 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 2025 preparation. Provided that the students must have previous knowledge of the basics.

6. What is the syllabus for GATE data science 2025?

The GATE Data Science and AI syllabus 2025 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 ?

Hi Shubhradev,

MSc students can indeed crack GATE and potentially land PSU jobs, though opportunities may be more limited compared to engineering graduates. Some PSUs do recruit MSc graduates with valid GATE scores, but eligibility criteria vary among organizations. Hence..

Yes, you can apply for PSU (Public Sector Undertaking) jobs with a valid GATE rank, even if you are pursuing an MSc in Electronics and Communication. While many PSUs primarily prefer candidates with a BTech or BE, several PSUs accept MSc graduates in specific disciplines like Electronics, Communication, and related fields.

The eligibility criteria can vary by PSU, so it's important to check the specific requirements for each organization. Some PSUs may allow MSc graduates to apply, especially if the GATE exam is in the relevant engineering discipline (like Electronics and Communication).

Keep an eye on PSU job notifications, as they often list specific qualifications and degree requirements. If you meet the criteria and have a good GATE score, you could have opportunities in various PSUs. You can check more on the given website of Careers360. All the best!

https://engineering.careers360.com/articles/gate-eligibility-criteria

Hello,

Based on your GATE 2024 score of 226 in Electronics and Communication Engineering (ECE) under the SC category, securing admission to IITs may be challenging due to the following considerations:

  • Qualifying Marks : The GATE 2024 qualifying cutoff for ECE in the SC category was 16.6 marks.

  • Admission Cutoffs : Admission cutoffs for IITs are typically higher than the qualifying marks and vary across institutes and specializations. For instance, in previous years, the cutoff scores for SC candidates in ECE-related M.Tech programs at IITs ranged significantly higher than your score.

  • Competition and Seat Availability : Admission to IITs is highly competitive, and candidates with higher GATE scores are generally preferred.

Recommendations :

  • Explore Other Institutes : Consider applying to National Institutes of Technology (NITs) or other reputable engineering colleges where the cutoff scores may align more closely with your GATE score.

  • Review Specific Cutoffs : Research the previous years' cutoffs for the specific institutes and programs you're interested in to assess your chances accurately.

  • Enhance Qualifications : If feasible, consider improving your GATE score in future attempts to increase the likelihood of admission to your desired institute.

While admission to IITs with a GATE score of 226 in the SC category is unlikely, exploring alternative institutes and programs can provide valuable opportunities for your academic and professional growth.

Hope it helps !

it is true that many Public Sector Undertakings (PSUs) recruit candidates based on their performance in the Graduate Aptitude Test in Engineering (GATE) exam, meaning you can get a PSU job through the GATE exam with msc electronics and communication essentially, a good GATE score opens doors to various PSU recruitment opportunities.

If you have high ranks like in top 300,than only you can get job in PSUs(Powergrid,BHEL,ONGC,NTPC etc.)

If your rank is under 2000 you can do masters from IITs/NITs with 12400 stipened per month. I addition with this Many private companies also consider if you are gate qualified for their recruitment.so its a win win situation if you crack gate with good rank.

You can use GATE TIPS AMD TRICKS to achieve good rank for PSUs recruitment.

Hello aspirant,

One of the most prestigious tests in India is the Graduate Aptitude Test in Engineering, or GATE, which gives applicants a wealth of career advancement prospects. Depending on their interests and niche, candidates can choose from any of the 29 disciplines or subjects that will be offered as of 2024.

For complete information about GATE exam, you can visit our site through following link:

https://engineering.careers360.com/exams/gate

Thank you

dropping out of a BTech program in the middle can be a problem but you must focus on your future goals and then you can definitely overcome it first you need to prioritise clearing your backlogs and focus on clearing them as soon as possible. You can consult with your college or university and  well then prepare for GATE properly. understand the syllabus properly and focus on the core subjects and understand their marks criteria. practice regularly solve previous year question papers of Gates And also possible join a coaching institute. GATE 2025

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