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GATE Data Science & Artificial Intelligence (DA) Syllabus 2024: PDF Download, List of Chapters and Topics

GATE Data Science and Artificial Intelligence (DA) is a new paper added in GATE exam. Check GATE Data Science and Artificial Intelligence syllabus 2024 here. 


 

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GATE Data Science & Artificial Intelligence (DA) Syllabus 2024: IISc Bangalore introduced a new paper of GATE Data Science and Artificial Intelligence (DA) in the GATE 2024 exam for the academic year 2024-25. This is a significant step taken by the GATE conducting bodies as it displays the recognition of the growing demand and relevance of these fields in today's digital age. Candidates who are passionate about data analysis, machine learning, and AI to further their studies and acquire specialized knowledge through an MTech degree. The complete GATE 2024 Syllabus for Data Science & Artificial Intelligence has been released by IISc Bangalore at gate2024.iisc.ac.in and also given on this page. The GATE Data Science and Artificial Intelligence syllabus 2024 includes sections like AI, Probability and Statistics, Linear Algebra, Calculus and Optimization, Programming, Data Structures, and Algorithms, Database Management and Warehousing and Machine Learning. To excel in the exam, students must study the complete GATE 2024 syllabus and also be aware of the latest GATE exam pattern 2024.

The following article covers the complete GATE Data Science & Artificial Intelligence Syllabus 2024, exam pattern, marking scheme, and more. 

GATE Data Science and Artificial Intelligence Syllabus 2024

Data Science and Artificial Intelligence have emerged as revolutionary influences in a variety of sectors, impacting decision-making, automation, and innovation. The establishment of a specialized GATE paper for DA demonstrates the conducting body's commitment to remaining technologically contemporary. Students choosing DA paper for the upcoming GATE exam 2024 must study each and every topic of the syllabus as it is a newly established paper and there is no insight of previous year about what kind of questions are asked in the exam. 

Candidates can check the complete section-wise GATE Data Science & Artificial Intelligence (DA) Syllabus 2024 given below. 

Section 

Topics

Linear Algebra

  • Matrices, projection matrix, orthogonal matrix, idempotent matrix, partition matrix, and their properties
  • Quadratic forms
  • Determinant, rank, nullity, projections, LU decomposition, singular value decomposition
  • Systems of linear equations and solutions
  • Gaussian elimination
  • Vector space, subspaces, linear dependence, and independence of vectors.
  • Eigenvalues and Eigenvectors

Probability and Statistics

  • Counting (permutation and combinations)
  • Probability axioms
  • Discrete random variables and probability mass functions
  • Uniform, Bernoulli, binomial distribution
  • Continuous random variables
  • Correlation, covariance and random variables
  • Probability distribution function
  • T-distribution, chi-squared distributions
  • Cumulative distribution function
  • Conditional PDF
  • 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
  • Uniform, exponential, Poisson, normal, standard normal
  • Central limit theorem, confidence interval, z-test, t-test, chi-squared test.

Calculus and OpƟmizaƟon

  • Functions of a single variable
  • Limit
  • Maxima and minima
  • Continuity and differentiability
  • Taylor series
  • Optimization involving a single variable

Database Management and Warehousing:

  • calculus, SQL, integrity constraints, normal form, file organizaƟon, indexing, data types, data
  • ER-model, relaƟonal model: relaƟonal algebra, tuple
  • transformaƟon such as normalizaƟon, discreƟzaƟon, sampling, compression; data warehouse
  • modelling: schema for mulƟdimensional data models, concept hierarchies, measures: categorizaƟon and computaƟons.

Programming, Data Structures and Algorithms

  • Programming in Python
  • 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.
  • Basic data structures: stacks, queues, linked lists, trees, hash tables
  • Search algorithms: linear search and binary search

AI

  • Reasoning under uncertainty topics – conditional independence representation
  • Exact inference through variable elimination
  • Search: informed, uninformed
  • Adversarial; logic, propositional, predicate
  • Approximate inference through sampling

Machine Learning

  • Supervised Learning: regression and classification problems
  • K-nearest neighbor
  • Naive Bayes classifier
  • Simple linear regression, multiple linear regression, ridge regression, logistic regression
  • Linear discriminant analysis
  • Support vector machine
  • K-folds cross-validation, multi-layer perceptron, feed-forward neural network
  • Unsupervised Learning: clustering algorithms, k-means/k-medoid, hierarchical clustering
  • top-down, bottom-up: single-linkage, multiple- linkage, dimensionality reduction, principal component analysis
  • Decision trees
  • Bias-variance trade-off
  • Cross-validation methods such as leave-one-out (LOO) cross-validation

Related Links:

GATE 2024 Data Science and Artificial Intelligence Syllabus PDF Download

While studying for the exam, students must refer to the official GATE 2024 syllabus only as questions in the exam will be framed within the given syllabus. Candidates can access the official GATE Data Science & Artificial Intelligence syllabus PDF from the link provided below. 

GATE 2024 Data Science & Artificial Intelligence Exam Pattern

Candidates can check the GATE exam pattern 2024 for the Data Science & Artificial Intelligence paper below. 

  • The GATE 2024 exam will be conducted in online mode; Computer Based Test (CBT). 
  • The GATE DA paper will include 65 questions
  • The GATE exam duration will be 3 hours
  • The paper will be conducted for a total of 100 marks 
  • The paper will include Multiple choice Questions(MCQs), Multiple Select Questions (MSQs) and Numerical Answer Type (NAT) questions. 
  • There will be 85 marks questions from the Data Science and Artificial Intelligence subject and 15 marks questions will be from general aptitude

Section

No. of Questions

Type of Questions

Marks

Duration

Data Science & Artificial Intelligence

55

MCQ or MSQ or NAT

85

3 hours

General Aptitude

10

MCQ

15

Total

65

-

100

GATE 2024 Data Science & Artificial Intelligence Marking Scheme 

The GATE marking scheme for Data Science & Artificial Intelligence paper has been specified below. 

Question Type

Negative marking for Wrong answer

MCQs

1/3 for 1 mark questions 2/3 for 2 marks questions will be dedicated for each wrong answer 

MSQ/NATs

No negative marking for MSQ and NATs questions 

Best Books for GATE Data Science and Artificial Intelligence 

Studying from the best books that are as per the latest GATE 2024 Data Science and Artificial Intelligence syllabus is important for the exam. Students must choose the Best GATE books for preparation because that will offer them quality knowledge. Given below are some of GATE best books for preparation that students can refer to. 

Book Name

Author

Artificial Intelligence: A Modern Approach

Stuart Russell and Peter Norvig

Introduction to Linear Algebra

Gilbert Strang

Introduction to Probability

Dimitri P. Bertsekas & John N. Tsitsiklis

Learning Python

Mark Lutz

Database Management Systems

Raghu Ramakrishnan and Johannes Gehrke

Machine Learning for Beginners

Chris Sebastian

In addition, you can also look at the following articles that will help you with your GATE 2024 exam preparation. 

5 Ways of cracking GATE in the first attempt

GATE 2024: Mistakes to Avoid with Last Minute Revision

GATE ECE 2024 Study Plan & Preparation Strategy

Best Books for GATE 2024 Preparation 

GATE Mechanical Engineering 2024 Preparation Strategy & Study Plan

GATE 2024: Preparation Tips For General Aptitude Section

GATE CSE 2024 Preparation Strategy & Study Plan

How to Answer Aptitude-Related Questions in GATE 2024

GATE 2024 Petroleum Engineering Preparation Strategy & Important Topics

How to Prepare for GATE 2024 with 5 Easy Steps

GATE 2024 Last-Minute Tips

Why Mock Test is Important for GATE 2024 Preparation

GATE 2024 Civil Engineering Preparation Strategy & Study Plan

GATE 2024 Physics (PH) Preparation Strategy

GATE 2024 Economics Preparation Strategy & Study Plan

GATE ECE 2024 Subject Wise Weightage

We hope that this post on GATE Data Science & Artificial Intelligence (DA) Syllabus 2024 was helpful and informative.

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FAQs

What is the syllabus for GATE Data Science and AI 2024?

The GATE Data Science and Artificial Intelligence syllabus 2024 includes sections like AI, Probability and Statistics, Linear Algebra, Calculus and Optimization, Programming, Data Structures, and Algorithms, Database Management and Warehousing and Machine Learning.

 

Who is eligible for GATE 2024 AI and Data Science?

Applicants of any age can take the GATE Data Science and AI (Intelligence Artificial) exam. To apply for the GATE DA 2024 exam, you must have a bachelor's degree or higher in engineering, technology, science, or the humanities.

 

What is the new paper in GATE 2024?

The Indian Institute of Science Bangalore has introduced a new paper of Graduate Aptitude Test in Engineering (GATE) 2024. GATE has a total of 30 papers. Candidates may find out more information at gate2024.iisc.ac.in.

 

Can I crack GATE in 6 months?

Yes, students can pass the GATE 2024 exam in six months. Candidates having an appropriate understanding of all GATE syllabus can easily pass the exam in 6 months. 

 

Is 8 months enough to crack GATE?

Yes, 8 months is enough to crack GATE 2024 exam.

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