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    GATE Data Science and Artificial Intelligence Syllabus PDF

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    GATE Data Science and Artificial Intelligence Syllabus PDF

    Edited By Team Careers360 | Updated on Nov 13, 2023 10:00 AM IST | #GATE

    GATE Data Science and AI Syllabus 2024: The Indian Institute of Science (IISc) has recently released the syllabus of GATE 2024 Data Science and Artificial Intelligence (DA). Candidates can check a comprehensive understanding of the latest changes in the field of data science and artificial intelligence in GATE DA Syllabus 2024. Students who wish to appear for GATE 2024 must keep a track of the listed topics in GATE syllabus and guidelines to prepare well for the exam.

    GATE 2024 Data Science and AI Syllabus will comprise of seven subjects, such as Calculus and Optimization, Programming, Data Structures and Algorithms, Database Management and Warehousing, among others. It is important to note that the GATE exam is a highly competitive exam that evaluates a candidate's understanding of engineering and science concepts. Thus, candidates should ensure that they have a thorough understanding of the listed topics and guidelines before appearing for the exam.

    GATE 2024 Data Science and AI Syllabus

    Data Science is the study of data extraction and structuring data into a uniform format. Its combination with Artificial Intelligence basically provides an easy human-like capable service to extract, analyse and structure data in a more efficient way. Considering modern technology as a boon in the current business world , its introduction in GATE Data Science and Artificial intelligence 2024 Syllabus will consist of the following 7 subjects hence providing various scope to growing young generations to approach a vast scope of future possible job assurance . The table below mentions the list of topics as covered under GATE DA syllabus 2024.

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    Subject

    Topics

    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.

    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.


    Calculus and optimization

    Functions of a single variable, limit, continuity and differentiability, Taylor

    series, maxima and minima, optimization involving a single variable.

    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.

    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.

    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 linkage, dimensionality reduction, principal component analysis.

    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.

    Also read:

    Marking scheme for GATE Data Science and Artificial Intelligence syllabus 2024

    For every student it is crucial to be wary of the subject marks allotment inorder to save time and understand the demands of the paper. Listed below are the marking schemes for the 2 sections as per GATE 2024 Data Science and Artificial intelligence syllabus 2024.

    GATE 2024 Data Science and Artificial intelligence Marking scheme :

    Subject

    Marks Allotted

    General Aptitude (GA)

    15

    Subject marks

    85

    Total

    100

    Books recommendation for GATE Data Science and Artificial Intelligence Syllabus 2024

    Book

    Author

    Data Science for Dummies

    Lillian Pierson (Author), Jake Porway (Foreword)

    Introduction to Data Science:Practical Approach with R and Python

    B. Uma Maheswari (Author), R. Sujatha (Author)

    Data Science from Scratch: First Principles with Python

    Joel Grus

    Artificial Intelligence: A Modern Approach

    Textbook by Peter Norvig and Stuart J. Russell

    ‘Deep Learning’

    by Ian Goodfellow, Yoshua Benjio, Aaron Courville

    Also Read:

    Frequently Asked Question (FAQs)

    1. What will be the total duration of GATE Data Science and Artificial Intelligence 2024?

    The total time duration of GATE DA 2024 will be 180 minutes.

    2. What is the marking scheme of GATE DA 2024?

    For a wrong answer chosen in a MCQs, there will be negative marking as follows:

    For 1-mark MCQ, 1/3 mark will be deducted for a wrong answer.

    For 2-mark MCQ, 2/3 mark will be deducted for a wrong answer.

    There will be no negative marking for MSQs & NATs.

    3. How many subjects are covered for GATE DA 2024?

    There are a total of 7 subjects covered in GATE DA syllabus:

    • Probability and Statistics
    • Linear Algebra
    • Calculus and optimization
    • Programming, Data Structures and Algorithms
    • Database Management and Warehousing
    • Machine Learning
    • AI
    4. Where can I refer the official GATE DA syllabus from?

    One can download GATE DA syllabus pdf via the official website of IISc GATE 2024 . 

    5. What are the topics under GATE AI subject?

    Search: informed, uninformed, adversarial; logic, propositional, predicate; reasoning under uncertainty topics - conditional independence representation, exact inference through variable elimination, and approximate inference through sampling.

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    Questions related to GATE

    Have a question related to GATE ?

    Hello aspirant,

    We have completed the GATE 2024 registration process at IISc Bangalore. Candidates have until October 20, 2023, to finish their GATE 2024 registration and pay a late charge. The link for GATE registration 2024 was gate2024.iisc.ac.in. On October 12, the authorities ended the GATE 2024 registration process without charging a late charge. Before being accepted, each GATE application form will go through a review process. On October 31, the GATE registration 2024 form inspection will come to a conclusion. The application form consists of registration, form completion, document uploading for the GATE exam, and registration fee payment. For female candidates who are SC, ST, or PwD, the GATE 2024 registration price is Rs. 900; for all other candidates, the GATE application fee is Rs. 1800.

    For more information you can visit our website by clicking on the link given below.

    https://engineering.careers360.com/articles/gate-application-form

    Thank you

    Hope this information helps you.

    Hello aspirant,

    The Electronics and Communication Engineering 2024 GATE syllabus has been made available online by IISC Bangalore. Candidates can visit the website gate2024.iisc.ac.in to view the GATE ECE syllabus in PDF format. The topics covered in the GATE 2024 curriculum for ECE are crucial for getting ready for the GATE exam. It is recommended that candidates closely review the GATE exam ece syllabus in order to understand the subjects that are required to be covered for the Graduate Aptitude Test in Engineering. The GATE 2024 will be administered by the authorities to thirty disciplines.

    To get the complete syllabus, you can visit our site by clicking on the link given below.

    https://engineering.careers360.com/articles/gate-syllabus-for-electronics-communication-engineering

    Thank you

    Hope this information helps you.

    Hello aspirant,

    B.Tech., B.Sc., B.Com., BCA, B.A.L.L.B., B.Ed., MBA, M.Sc., M.A., M.Tech., L.L.M., M.LIB.I.Sc, MCA, Ph.D., etc. are just a few of the many programmes offered by Desh Bhagat University. Candidates must submit an application in order to be considered for admission. The application is available on the university's website.

    To get Full information about admission in this college, you can visit our site by clicking on the link given below.

    https://www.careers360.com/colleges/desh-bhagat-university-school-of-ayurveda-and-research-gobindgarh

    Thank you

    Hope this information helps you.

    Hello aspirant,

    I am hoping that you are absolutely fine and well. As per your mentioned query, i would like to know you that yes you can give GATE exam from Biotechnology. But it will be hinder at the time of admission in colleges and PSU as most of the college and PSU not accepting it. So, i am suggesting you to write your GATE exam from ECE so that you will not face any difficulty in future.


    I hope this will be helpful for you !!

    Revert back for further query !!

    Good evening,

    I hope you are absolutely fine. As per your mentioned query, preparing for competitive exams previous year question papers plays very important role in the preparation. It helps you to get an idea about questions that comes in exams. Here, i am mentioning a link where you can find the previous year question papers of gate with solutions. So, download the pdfs.

    https://engineering.careers360.com/articles/last-15-years-gate-papers-solutions

    I hope this will be helpful for you!!

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    Photography is considered both a science and an art, an artistic means of expression in which the camera replaces the pen. In a career as a photographer, an individual is hired to capture the moments of public and private events, such as press conferences or weddings, or may also work inside a studio, where people go to get their picture clicked. Photography is divided into many streams each generating numerous career opportunities in photography. With the boom in advertising, media, and the fashion industry, photography has emerged as a lucrative and thrilling career option for many Indian youths.

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    Social Media Manager

    A career as social media manager involves implementing the company’s or brand’s marketing plan across all social media channels. Social media managers help in building or improving a brand’s or a company’s website traffic, build brand awareness, create and implement marketing and brand strategy. Social media managers are key to important social communication as well.

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    Product Manager

    A Product Manager is a professional responsible for product planning and marketing. He or she manages the product throughout the Product Life Cycle, gathering and prioritising the product. A product manager job description includes defining the product vision and working closely with team members of other departments to deliver winning products.  

    3 Jobs Available
    Quality Controller

    A quality controller plays a crucial role in an organisation. He or she is responsible for performing quality checks on manufactured products. He or she identifies the defects in a product and rejects the product. 

    A quality controller records detailed information about products with defects and sends it to the supervisor or plant manager to take necessary actions to improve the production process.

    3 Jobs Available
    Production Manager

    Production Manager Job Description: A Production Manager is responsible for ensuring smooth running of manufacturing processes in an efficient manner. He or she plans and organises production schedules. The role of Production Manager involves estimation, negotiation on budget and timescales with the clients and managers. 

    Resource Links for Online MBA 

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    QA Manager

    Quality Assurance Manager Job Description: A QA Manager is an administrative professional responsible for overseeing the activity of the QA department and staff. It involves developing, implementing and maintaining a system that is qualified and reliable for testing to meet specifications of products of organisations as well as development processes. 

    2 Jobs Available
    QA Lead

    A QA Lead is in charge of the QA Team. The role of QA Lead comes with the responsibility of assessing services and products in order to determine that he or she meets the quality standards. He or she develops, implements and manages test plans. 

    2 Jobs Available
    Reliability Engineer

    Are you searching for a Reliability Engineer job description? A Reliability Engineer is responsible for ensuring long lasting and high quality products. He or she ensures that materials, manufacturing equipment, components and processes are error free. A Reliability Engineer role comes with the responsibility of minimising risks and effectiveness of processes and equipment. 

    2 Jobs Available
    Safety Manager

    A Safety Manager is a professional responsible for employee’s safety at work. He or she plans, implements and oversees the company’s employee safety. A Safety Manager ensures compliance and adherence to Occupational Health and Safety (OHS) guidelines.

    2 Jobs Available
    Corporate Executive

    Are you searching for a Corporate Executive job description? A Corporate Executive role comes with administrative duties. He or she provides support to the leadership of the organisation. A Corporate Executive fulfils the business purpose and ensures its financial stability. In this article, we are going to discuss how to become corporate executive.

    2 Jobs Available
    ITSM Manager

    ITSM Manager is a professional responsible for heading the ITSM (Information Technology Service Management) or (Information Technology Infrastructure Library) processes. He or she ensures that operation management provides appropriate resource levels for problem resolutions. The ITSM Manager oversees the level of prioritisation for the problems, critical incidents, planned as well as proactive tasks. 

    3 Jobs Available
    Information Security Manager

    Individuals in the information security manager career path involves in overseeing and controlling all aspects of computer security. The IT security manager job description includes planning and carrying out security measures to protect the business data and information from corruption, theft, unauthorised access, and deliberate attack 

    3 Jobs Available
    Computer Programmer

    Careers in computer programming primarily refer to the systematic act of writing code and moreover include wider computer science areas. The word 'programmer' or 'coder' has entered into practice with the growing number of newly self-taught tech enthusiasts. Computer programming careers involve the use of designs created by software developers and engineers and transforming them into commands that can be implemented by computers. These commands result in regular usage of social media sites, word-processing applications and browsers.

    3 Jobs Available
    Product Manager

    A Product Manager is a professional responsible for product planning and marketing. He or she manages the product throughout the Product Life Cycle, gathering and prioritising the product. A product manager job description includes defining the product vision and working closely with team members of other departments to deliver winning products.  

    3 Jobs Available
    IT Consultant

    An IT Consultant is a professional who is also known as a technology consultant. He or she is required to provide consultation to industrial and commercial clients to resolve business and IT problems and acquire optimum growth. An IT consultant can find work by signing up with an IT consultancy firm, or he or she can work on their own as independent contractors and select the projects he or she wants to work on.

    2 Jobs Available
    Data Architect

    A Data Architect role involves formulating the organisational data strategy. It involves data quality, flow of data within the organisation and security of data. The vision of Data Architect provides support to convert business requirements into technical requirements. 

    2 Jobs Available
    Security Engineer

    The Security Engineer is responsible for overseeing and controlling the various aspects of a company's computer security. Individuals in the security engineer jobs include developing and implementing policies and procedures to protect the data and information of the organisation. In this article, we will discuss the security engineer job description, security engineer skills, security engineer course, and security engineer career path.

    2 Jobs Available
    UX Architect

    A UX Architect is someone who influences the design processes and its outcomes. He or she possesses a solid understanding of user research, information architecture, interaction design and content strategy. 

     

    2 Jobs Available
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