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GATE Data Science & Artificial Intelligence (DA) Practice Papers 2024

One of the strategic tactics that candidates must use to successfully qualify GATE exam 2024 is to practise questions from the GATE practice paper. Candidates can check the GATE practice questions here in this article.


 

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GATE Data Science & Artificial Intelligence Practice Papers 2024: Data Science & Artificial Intelligence is the new addition in the list of subjects of GATE. GATE 2024 exam will be conducted by Indian Institute of Science (IISc) Bangalore on February 3, 4, 10 and 11, 2024. With only a few months till the GATE exam, students must be looking forward to answering GATE practise questions to gauge their degree of preparedness. Every aspirant candidate should carefully evaluate their understanding of the fundamental concepts through GATE practice papers. Every aspirant can check this article to download the GATE practice questions 2024 for Data Science & Artificial Intelligence for both the sections i.e. the general aptitude and the core subject. 

GATE Practice Papers for Data Science & Artificial Intelligence 2024 - PDF Download (Core Subject)

Candidates preparing for GATE Data Science & Artificial Intelligence can click the download link given in the below table for the core subject. Every student must efficiently make use of the GATE practice questions given in the PDF format to improve their level of preparation and master the subject.

GATE Practice Questions for Data Science & Artificial Intelligence - Click Here

GATE Practice Questions 2024 for Data Science & Artificial Intelligence - PDF Download (General Aptitude)

General aptitude section of GATE is one such section which tests the candidates basic numeracy skills and also assists in increasing the score. A student scoring a decent mark in the GATE general aptitude section can expect to successfully clear the GATE 2024 exam. Candidates can check the link provided in the below table to download the general aptitude GATE practice papers. 

GATE Practice Papers for General Aptitude - Click Here

GATE Data Science & Artificial Intelligence Syllabus

The syllabus of GATE Data Science & Artificial Intelligence is an important component of every candidate’s preparation strategy. A thorough understanding of the newly introduced GATE Data Science & Artificial Intelligence syllabus will assist the students in comprehending what are the important topics that one has to study for the exam. The syllabus of the Data Science & Artificial Intelligence paper can be downloaded by candidates from the link below provided in the table.

GATE Data Science & Artificial Intelligence Syllabus - Click Here

GATE Data Science & Artificial Intelligence Important Topics 

Aspirants can check the important topics of Data Science & Artificial Intelligence in the below table. The major sections that constitute the Data Science & Artificial Intelligence paper are as follows:

  • Probability & Statistics
  • Linear Algebra
  • Calculus & Optimisation
  • Programming, Data Structures and Algorithms
  • Database Management and Warehousing
  • Machine Learning
  • Artificial Intelligence

Candidates can now check the important topics from each section in the table below.

Sections

Important Topics

Probability & Statistics

  • Permutation And Combinations
  • Bernoulli Theorem
  • Covariance
  • Bayes Theorem
  • Normal, Poisson, Binomial Distribution
  • Conditional Probability

Linear Algebra

  • Vector Space
  • Idempotent Matrix
  • Partition Matrix
  • Gaussian Elimination
  • LU Decomposition

Calculus & Optimisation

  • Limit, Continuity And Differentiability
  • Taylor Series

Programming, Data Structures and Algorithms

  • Programming in Python
  • Search Algorithms
  • Basic Graph Algorithms

Database Management and Warehousing

  • ER-Model
  • Tuple Calculus
  • SQL
  • Data Transformation
  • Data Warehouse Modelling

Best Books of Data Science & Artificial Intelligence 

Candidates can check the best books for Data Science & Artificial Intelligence paper here in the below table.

Section

Name of the Book

Name of the Author

Probability & Statistics

Mathematical Statistics and Data Analysis (3rd Edition)

John A. Rice

Introduction to Probability

Dimitri P. Bertsekas & John N. Tsitsiklis

Introduction to Probability Theories

P.G. Hoel, S.C. Port, C.J. Stone

First Course in Probability

Sheldon M. Ross

Introduction to Probability Models

Sheldon M. Ross

Linear Algebra

Introduction to Linear Algebra (5th Edition)

Gilbert Strang

Matrix Computations (4th Edition)

Gene H. Golub & Charles F. Van Loan

Linear Algebra and Its Application

David Lay

Calculus

Deep Learning

Ian Goodfellow, Yoshua Bengio, Aaron Courville

Mathematics for Machine Learning

Marc Peter Deisenroth, A. Alde Faisal

Python

Learning Python (5th Edition)

Mark Lutz

Grokking Algorithms

Aditya Y. Bhargava

Data Structures & Algorithms in Python

Roberto Tamassia, Michael H. Goldwasser, Michael T. Goodrich

Database Management Systems, Data Warehousing, Data Mining

Database Systems Concept

Henry F. Korth

Fundamentals of Database Systems

Navathe Shamkant

Database Management Systems

Raghu Ramakrishnan

Data Mining & Data Warehousing

Prateek Bhatia

The Data Warehouse Toolkit (3rd Edition)

Ralph Kimball, Margy Ross

Machine Learning

Hands-on Machine Learning with Scikit- Learn, Keras & TensorFlow

Aurélien Géron

Machine Learning for Absolute Beginners

Oliver Theobald

Lectures on Machine Learning

Andrew N.G. (Professor at Stanford)

Machine Learning for Beginners

Chris Sebastian

Pattern Recognition and Machine Learning

Christopher Bishop

Machine Learning: A Probabilistic Perspective

Kevin Murphy

Artificial Intelligence

Artificial Intelligence by Example

Denis Rothman

Artificial Intelligence Basics

Tom Taulli

Artificial Intelligence

Stuart Russell & Peter Norvig

Preparing for the Data Science & Artificial Intelligence paper will require candidates a tremendous amount of meticulous planning and implementation. Since this paper has been newly introduced by the authorities, the GATE practice papers will enable students to analyse the difficulty level of the questions they can expect in the GATE exam and also keep a track of the major topics.  

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GATE Previous Year Question Paper

GATE Production and Industrial Engineering (PI) Question Paper 2019

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