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

Updated On: November 15, 2023 09:00 am IST

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.

Table of Contents

GATE Data Science and Artificial Intelligence Syllabus 2024
GATE 2024 Data Science and Artificial Intelligence Syllabus PDF Download
GATE 2024 Data Science & Artificial Intelligence Exam Pattern
GATE 2024 Data Science & Artificial Intelligence Marking Scheme
Best Books for GATE Data Science and Artificial Intelligence
Faqs

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.

GATE Mock Test 2024	GATE Previous Year Question Papers
GATE 2024 Preparation Strategy	GATE Sample Papers

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 Biomedical Engineering Syllabus 2024	GATE Syllabus For Mechanical Engineering 2024
GATE Civil Engineering (CE) Syllabus 2024	GATE 2024 Chemical Engineering Syllabus

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 Data Science and AI Syllabus 2024 PDF

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.

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

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FAQs

Is 8 months enough to crack GATE?

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

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.

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.

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 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.

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Mtech spot admission fees.

-chaneli viswanath bandaruUpdated on February 25, 2024 10:56 AM

2 Answers

Rajeshwari De, Student / Alumni

The M.Tech. spot admission fees at Chiranjeevi Reddy Institute of Engineering and Technology vary depending on the specialisation. The M.Tech course is offered in various specialisations to the candidates such as Digital Systems & Computer Electronics, Electrical Power Systems, Power Electronic & Drives, Software Engineering and Structural Engineering. The duration of these courses is 2 years. The admission is offered on the basis of candidate's performance in the GATE/AP PGECET entrance exam. The spot admission fee is payable at the time of admission. The admission fees ranges between Rs 1.1 to 1.2 Lakhs. The college also charges a security deposit …

from which year M.Tech in renewable energy is started in ADYPU(NUOVOS)/

-SLIETPUNJABUpdated on February 08, 2024 03:08 PM

2 Answers

Aditya, Student / Alumni

Dear SLIETPUNJAB, the M.Tech in Renewable Energy Engineering course at ADYPU Nuovos was started in 2022. The course is a two-year full-time postgraduate programme, designed to provide students with the knowledge and skills required to design, develop, and manage renewable energy systems. The course covers a wide range of topics, including solar energy, wind energy, hydro energy, biomass energy, and geothermal energy.

Ycmo mein admission ke liye 10th pass par ho jayega kya, BCA krna ho toh

-Parasram Vitthal ShivsharanUpdated on February 07, 2024 10:22 AM

2 Answers

Aditya, Student / Alumni

Dear Parasram, you cannot get admission to the Yashwantrao Chavan Mahavidyalaya Solapur BCA programme based on your class 10 scores. To be eligible for admission you must have a valid class 12 score in the science stream.