GATE 2025 Data Science And Artificial Intelligence Syllabus: Check Dates, Pattern, Books, and More

Graduate Aptitude Test in Engineering 2025 ( GATE )

DeskCalelnderExam On - 15 Feb '25

UPASANA
UPASANA PRADHAN
Assistant Manager- Editorial
Updated on Jan 31, 2025 00:16 IST

IIT Roorkee has released the GATE 2025 Data Science and Artificial Intelligence syllabus, followed by exam dates, exam patterns, and more in the GATE 2025 information brochure. Candidates who have selected GATE 2025 DA as their paper can check complete details regarding the syllabus, two-paper combinations, and more.

GATE DA(Data Science and Artificial Intelligence) Syllabus

GATE Data Science and Artificial Intelligence (DA) Syllabus

What is Data Science and Artificial Intelligence (DA)?

GATE Data Science and Artificial Intelligence (DA) are fields that use data to solve problems. Data Science mainly combines statistical tools, methods, and technology to generate meaning from data. On the other hand, artificial intelligence is the simulation of human intelligence processes by machines, especially computer systems. In GATE 2024, 52493 candidates registered for the GATE 2024 DA paper even though the DA paper was added to the GATE 2025 examination for the first time.

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The GATE 2025 Data Science and Artificial Intelligence paper contains syllabi on probability and statistics, machine learning, database management, etc. Data science and artificial intelligence graduates have many career options, such as data scientists, machine learning engineers, AI engineers, business intelligence analysts, etc. 

Q:   When will the GATE 2025 Data Science and Artificial Intelligence (DA) exam be held?

A:

The GATE 2025 Data Science and Artificial Intelligence (DA) examination will be conducted on February 15, 2025 (9:30 a.m. to 12:30 p.m.). Candidates can also check the dates on the GATE's official website - gate2025.iitr.ac.in. Read more about the GATE branch-wise exam dates here - https://www.shiksha.com/news/engineering-gate-2025-branch-wise-exam-dates-out-blogId-181865

Q:   What is the paper code of GATE Data Science and Artificial Intelligence?

A:

The paper code of GATE Data Science and Artificial Intelligence is DA. Before opting for the test paper, candidates must check the exam syllabus and pattern. 

Q:   Is IIT Madras good for MBA?

A:

In terms of placements, the institute has recorded good placement numbers for MBA. The lowest package offered to the MBA students during 2023 placements was INR 11 LPA. The highest package grabbed was INR 30.66 LPA. The majority of offers received were of packages between INR 20 LPA and INR 25 LPA. Tabulated below are the key highlights of IIT Madras placements 2023:

ParticularsMBA Placement Statistics (2023)
the highest packageINR 30.66 LPA
Median packageINR 20.80 LPA
the lowest packageINR 11 LPA

PPOs received

26

Offers above INR 30 LPA

 3

Offers between INR 25 LPA - INR 30 LPA

 6

Offers between INR 20 LPA - INR 25 LPA

 12

Offers between INR 15 LPA - INR 20 LPA

10

Offers between INR 10 LPA - INR 15 LPA

6

Q:   Is NIT Jamshedpur good for MCA?

A:

Yes, MCA programme at NIT Jamshedpur is a three-year (six-semester) full-time programme. The National Institute of Technology Master of Computer Applications Common Entrance Test (NIMCET), which is followed by central counselling, determines which applicants are admitted to the NIT Jamshedpur MCA programme depending on their performance in the test. Candidates seeking admission to the National Institute of Technology Jamshedpur MCA course must visit the official website to apply. The step-by-step process is given below to fill out the NIMCET application form.

Step 1: Visit the official website of NIMCET 2023 and click on the registration link. After the webpage opens, candidates will have to fill out the application form with all the mandatory details, such as name, personal email ID, and mobile number.

Step 2: Upload all the required documents.

Step 3: After uploading the documents, Gen/EWS/OBC category candidates need to pay the application fee of INR 2,500, and SC/ST category candidates need to pay INR 1,250.

Step 4: The application form will be submitted automatically after successfully paying the application fees. Take a printout of the application form for future use.

Q:   Is IIT Madras good for Certificate?

A:
{Source: Certificate students & alumni}

Is IIT Madras Good for Certification?

Based on the statements shared by students and alumni, here are some key findings:

* High Placement Rate: Over 80% of students in B.Tech and dual degree courses, and 75% of students in M.Tech courses got placed by April 30, 2024. Top recruiters included Apple, Google, Texas Instruments, and others.
* Excellent Infrastructure: Modern labs, a well-stocked library, and a peaceful and modern lifestyle on campus contribute to a conducive learning environment.
* Supportive Faculty: Experienced faculty members are enthusiastic about teaching, and are available to clear doubts and provide valuable assistance.
* Online Course Convenience: With daily live classes, flexible scheduling, and a user-friendly online platform, students can access course materials and interact with peers and faculty from anywhere.
* Challenging Curriculum: The course is designed to prepare students for the industry, with a focus on practical applications and regular assessments.
* Tough Exams: Exams are rigorous, requiring students to maintain a minimum grade point average (GPA) and pass all graded assignments and tests.

In conclusion, IIT Madras appears to offer a strong certificate programme with a high placement rate, excellent infrastructure, supportive faculty, and a challenging curriculum. While the online format presents some challenges, the university's efforts to create a virtual community and provide flexible scheduling seem to mitigate these issues.

Q:   How is NIT Jamshedpur for BTech?

A:

The National Institute of Technology, Jamshedpur offers a four-year full-time BTech course covering several specialisations. The institute was ranked 90 by the National Institutional Ranking Framework (NIRF) 2022. Talking about NIT Jamshedpur placements 2023, the highest package offered was INR 80 LPA. NIT Jamshedpur average package stood at INR 14.7 LPA in 2022. So, considering the NIRF ranking and placements, NIT Jamshedpur is a good option to pursue a BTech degree. 

Check below for more reasons to join NIT Jamshedpur for BTech:

Q:   How is the MTech programme at NIT Jamshedpur?

A:

It is good to pursue MTech course at NIT Jamshedpur. National Institute of Technology, Jamshedpur, provides a two-year full-time MTech programme. For admission, candidates must visit the official website of the institute to submit an online application. Candidates are selected on the basis of GATE exam scores. Aspirants must fulfil the eligibility criteria, i.e., a candidate must have passed and secured at least a 6.5 CGPA or 60% aggregate in graduation. As per placement, there were more than 250 companies that visited during NIT Jamshedpur placements 2023. The overall placement rate stood at 98.87%. The top recruiters were Axis Bank, Deloitte, DE Shaw and Co., Flipkart, ICICI Bank, Genpact, Oracle, etc.

Q:   Is B.Sc. at IIT Roorkee a good choice?

A:
{Source: B.Sc. students & alumni}

Based on the reviews and feedback from students and alumni, here's a summary of the pros and cons:

Pros:

* Excellent Placement Record: 100% placement record with top companies like Microsoft, Goldman Sachs, Oracle, Adobe, and many more offering salaries between INR8-INR43 Lacs per annum.
* Highly Qualified Faculty: Professors are knowledgeable and helpful, with many holding Ph.D.s in their respective fields.
* Relevant Curriculum: Course curriculum is highly relevant, providing immense opportunities in different fields of the industry.
* Good Infrastructure: Modern classrooms, air-conditioned libraries, and well-maintained hostels with amenities like Wi-Fi, LAN, gym, and sports facilities.
* Campus Life: Campus life is lively with multiple fests, sports events, and clubs catering to various interests.
* Internship Opportunities: Many students secure internships with leading companies, with 70-90% of students participating in internships.

Cons:

* Limited Faculty Availability: Not all professors are approachable, and some might not be readily available for guidance.
* Placement Focus on IT Sector: While the placement record is impressive, the focus tends to lean towards the IT sector, leaving limited options for core engineering students.
* Food and Mess Issues: Feedback suggests that the mess food is average, and some students face issues with the quality of meals.

In conclusion, B.Sc. at IIT Roorkee appears to be a good choice for those seeking a strong foundation in mathematics and computer science, with excellent placement prospects and a vibrant campus life. However, it's essential to weigh the potential limitations, particularly regarding faculty availability and the focus on the IT sector.

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GATE 2025 Data Science and Artificial Intelligence Exam Dates

The GATE 2025 exam will be held in two sessions on February 1, 2, 15, and 16, 2025. The GATE DA paper will be conducted on February 15, 2025 (9:30 a.m. to 12:30 p.m.). Registered candidates can get the detailed exam dates and instructions mentioned on the GATE 2025 admit card, released on January 7, 2025. 

GATE 2025 Data Science and Artificial Intelligence Syllabus

IIT Roorkee has released the GATE 2025 DA syllabus on the GATE’s official website - gate2025.iitr.ac.in. Candidates can download the GATE 2025 Data Science and Artificial Intelligence Syllabus in PDF format from the official website or check the detailed syllabus below -

Topics (Section)

Sub-Topics

Probability and Statistics

Counting (permutation and combination) | probability axioms | sample space | Bayes Theorem | Discrete Random Variables and Probability Mass Theorems | Binomial Distribution | Central Limit Theorem | Chi-Squared Test

Linear Algebra

Vector space | Subspaces | Projection Matrix | Quadratic Forms | Orthogonal Matrix | Eigen Values and Eigen Vectors | 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 | Search Algorithms: Linear Search and Binary Search | Basic Sorting Algorithms | Basic Data Structures: Stacks, Queues, Linked Lists, Trees, Hash Tables | 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, File Organization, Indexing, Data Types, and Data Transformation, such as normalisation, discretisation, sampling, compression, etc. | Data Warehouse Modelling: Schema for Multidimensional Data Models, Concept Hierarchies, Measures: Categorisation and Computations

Machine Learning

Supervised Learning: Regression and Classification Problems | Simple Linear Regression | Support Vector Machine | Multi-Layer Perception | Feed-Forward Neural Network | Unsupervised Learning

Artificial Intelligence (AI)

Search: Informed and Uniformed | Adversarial: Logic, Propositional, Predicate | Reasoning under Uncertainty Topics - Conditional Independence Representation, Exact Inference Through Variable Elimination, and Approximate Inference Through Sampling

Click here to download GATE DA syllbus PDF: GATE 2025 DA Syllabus

GATE 2025 Data Science and Artificial Intelligence Syllabus: Exam Pattern

The GATE DA 2025 exam will be conducted as a three-hour computer-based test on February 15, 2025 (9:30 a.m. to 12:30 p.m.). Three types of questions will be asked in the examination: multiple-choice questions (MCQ), multiple-select questions (MSQ), and numerical answer-type questions (NAT). 

According to the GATE 2025 Data Science and Artificial Intelligence exam pattern, the DA question paper will comprise 65 questions of 100 marks. It is divided into general aptitude questions of 15 marks and subject-specific questions of 85 marks. 

GATE 2025 Allowed Two-Paper Combinations

Candidates opting for data science and engineering (DA) in GATE 2025 as the primary subject can choose the following test papers as the secondary papers in the GATE 2025 two-paper combination -

  • Computer Science and Information Technology (CS)
  • Electronics and Communication Engineering (EC)
  • Electrical Engineering (EE)
  • Mathematics (MA)
  • Mechanical Engineering (ME)
  • Physics (PH)
  • Statistics (ST)
  • Engineering Sciences (XE)

GATE 2025 DA New Two-Paper Combinations

  • Biomedical Engineering (BM)
  • Civil Engineering (CE)
  • Instrumentation Engineering (IN)
  • Chemical Engineering (CE)
  • Metallurgical Engineering (MT)
  • Biotechnology (BT)
  • Humanities and Social Sciences (XH)
  • Geomatics Engineering (GE)

Books for GATE 2025 Data Science and Artificial Intelligence Preparation

Candidates can refer to the books below for GATE 2025 data science and artificial intelligence (DA) preparation-

Book Name

Author

GKP GATE 2025: Data Science and Artificial Intelligence - Guide (solved papers)

GK Publications

Mathematical Statistics and Data Analysis (3rd Edition)

John A. Rice 

Introduction to Probability Models

Sheldon M.Ross

Data Structures and Algorithms in Python

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

Database Management Systems

Raghu Ramakrishnan

Data Mining and Data Warehousing

Prateek Bhatia

Artificial Intelligence by Example

Denis Rothman

Artificial Intelligence Basics

Tom Taulli

Machine Learning for Beginners

Chris Sebastian

Fundamentals of Database Systems

Navathe Shamkant

Read More: 

GATE 2025 Syllabus for CSE Free PDF Download

GATE 2025 Books for Preparation

About the Author
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UPASANA PRADHAN
Assistant Manager- Editorial

Upasana has more than six years of experience in the education industry, especially in engineering and medical content articles. She’s an electronics and communication engineering graduate from DTU and covers engine... Read Full Bio

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