Most Scoring Chapters in GATE 2025 DA - Data Science and AI High Scoring Topics

Most Scoring Chapters in GATE 2025 DA - Data Science and AI High Scoring Topics

Edited By Shivani Poonia | Updated on Jan 07, 2025 05:10 PM IST | #GATE
Upcoming Event
GATE  Exam Date : 01 Feb' 2025 - 02 Feb' 2025

Graduate Aptitude Test in Engineering (GATE) is an important examination as it provides opportunities for admission to Master of Technology/Engineering, Master of Philosophy, and Doctor of Philosophy courses in India’s popular institutions, special scholarships, and job vacancies in Public Sector Undertakings (PSUs). GATE is a very Competitive option and Data Analytics (DA) in specific is a specialized area that needs proper Strategy and concepts to crack. The utilization of score point identification measures such as the most scoring chapters in GATE 2025 DA is important for optimizing preparation and getting a high ranking.

This Story also Contains
  1. Importance of Identifying High-Scoring Chapters
  2. Most Scoring Chapters in GATE 2025 DA
  3. Most Scoring Topics in GATE 2025 DA
  4. Weightage of Subjects in GATE DA 2025
  5. Study Tips for Scoring High in GATE 2025 DA
Most Scoring Chapters in GATE 2025 DA - Data Science and AI High Scoring Topics
Most Scoring Chapters in GATE 2025 DA - Data Science and AI High Scoring Topics
LiveGATE 2025 Admit Card (Out) Live: Hall ticket issued at gate2025.iitr.ac.in; download link active nowJan 7, 2025 | 7:54 PM IST

The GATE question paper comprises the questions in the following format -

  • Multiple Choice Question (MCQ), one out of four options is correct
  • Multiple Select Questions (MSQ), where various options out of four are correct
  • Numerical Answers Type (NAT, where the answer must be keyed using a virtual keypad.
Read More

Details on chapters that appeared frequently in GATE 2025 DA, a look at the topic areas that did well in GATE 2025 DA, and bringing into the discussion, an analytical exploration of the GATE 2025 DA most scoring topics so that aspirants can draw an effective, strategized plan.

Importance of Identifying High-Scoring Chapters

Strategic preparation involves focusing on topics that carry significant weight in the exam. By understanding the weightage of subjects in GATE DA 2025, candidates can prioritize their efforts on the GATE subject-wise weightage for DA 2025 to achieve the best results. Concentrating on the most scoring chapters in GATE 2025 DA not only boosts confidence but also ensures optimal use of study time.

Most Scoring Chapters in GATE 2025 DA

Chapter

Weightage (%)

Reason for High Scoring

Probability and Statistics

12–15%

Foundational concepts applicable across multiple questions; scoring due to direct applications.

Linear Algebra

8–12%

Core concepts like matrix operations and eigenvalues are frequently tested.

Data Structures

10–14%

High weightage for algorithmic efficiency and problem-solving.

Machine Learning Basics

8–10%

Conceptual clarity on supervised and unsupervised learning ensures straightforward scoring opportunities.

Optimization Techniques

6–10%

Frequently tested; clear understanding can fetch easy marks.

Database Systems

5–8%

Practical questions based on normalization, indexing, and transactions.

General Aptitude

15%

Universal section; strong aptitude can significantly boost your overall score.

The chapters listed above constitute the most scoring chapters in GATE 2025 DA and should form the core of your preparation strategy.

Most Scoring Topics in GATE 2025 DA

For better clarity, here is a breakdown of the most scoring topics in GATE 2025 DA within these high-weightage chapters:

Chapter

Most Scoring Topics

Probability and Statistics

Bayes Theorem, Random Variables, Probability Distributions

Linear Algebra

Matrix Operations, Eigenvalues, Vector Spaces

Data Structures

Trees, Graphs, Hashing, Arrays

Machine Learning Basics

Classification, Clustering, Linear Regression

Optimization Techniques

Linear Programming, Gradient Descent

Database Systems

SQL Queries, Normalization, Transaction Management

These GATE 2025 DA most scoring topics are essential for building a strong conceptual foundation and solving questions accurately.

Weightage of Subjects in GATE DA 2025

Understanding the weightage of subjects in GATE DA 2025 is essential for crafting a balanced study plan. Below is an estimate of subject-wise weightage based on past trends:

Subject

Weightage (%)

Data Analytics Core

40–50%

General Mathematics

20–25%

General Aptitude

15%

Programming and Algorithms

10–15%

This breakdown of the GATE subject-wise weightage for DA 2025 highlights the importance of focusing on the core and high-weightage subjects.

Study Tips for Scoring High in GATE 2025 DA

  • Prioritize High-Weightage Chapters: Start with the most scoring chapters in GATE 2025 DA to build confidence.

  • Focus on High-Scoring Topics: Concentrate on the most scoring topics in GATE 2025 DA within each chapter.

  • Regular Practice: Solve topic-specific problems to gain proficiency in the GATE 2025 DA most scoring topics.

  • Analyze Mock Tests: Evaluate performance to identify areas of improvement in high-weightage subjects.

  • Revise Consistently: Revise the most scoring chapters in GATE 2025 DA periodically to retain key concepts.

Pearson | PTE

Trusted by 3,500+ universities and colleges globally | Accepted for migration visa applications to AUS, CAN, New Zealand , and the UK

GMAT™ Exam

Select test center appointment | Scores valid for 5 Years | Multiple Attempts

Identifying and studying for the GATE 2025 DA exam and focusing on the most scoring topics in GATE 2025 DA a good line of action. To achieve success in GATE 2025 DA, to learn about the weightage of subjects in GATE da 2025 and GATE Subject wise weightage for da 2025, implies that aspirants can manage some topics based on GATE 2025 DA weightage.

Candidates concerned on scheduling can benefit from carefully focusing on the above discussed GATE 2025 DA most scoring topics and attempt to achieve the greatest score possible in an allotted time, hence attaining a high rank.

Frequently Asked Questions (FAQs)

1. Which chapters related to GATE 2025 DA are most scoring?

The chapters with most overall scores in GATE 2025 DA are 

  • Probability and Statistics

  • Linear Algebra

  •  Data Structures

  •  Machine Learning Basics

  •  Optimization Techniques

  •  Database Systems

These chapters carry good weightage and chances of appearing in the exam are pretty high.

2. Which topics are best suited for quick preparation of GATE 2025 DA?

The topics with high scores in GATE 2025 DA are Bayes Theorem, Random Variables, Matrix Operations, Trees, Clustering, Linear Programming. These are the best and most important for the purpose of getting the best marks.

3. What weightage each paper carries in GATE DA 2025?

This weightage of subjects in GATE DA 2025 are as follows: 

  • 40-50% for Data Analytics, which is core subject

  • 20-25% General Mathematics

  • 15% General Aptitude 

  • 10-15% Programming and Algorithms. 

Articles

Certifications By Top Providers

Explore Top Universities Across Globe

Georgia Institute of Technology, Atlanta
 North Avenue, Atlanta, Georgia 30332
University of Nottingham, Nottingham
 University Park, Nottingham NG7 2RD
University of Strathclyde, Glasgow
 16 Richmond St, Glasgow G1 1XQ
Texas A and M University, College Station
 400 Bizzell St College Station, Texas 77843
University College London, London
 Gower Street, London, WC1E 6BT
Imperial College, London
 South Kensington Campus, London SW7 2AZ
Magister Jurisdiction
4 minMar 18, 2023 16:03 PM IST
GMAT Exam Dates 2025: City Wise Test Schedule in India
13 minDec 31, 2024 03:12 AM IST

Questions related to GATE

Have a question related to GATE ?

Hello Greetings

The eligibility criteria for GATE (Graduate Aptitude Test in Engineering) exams, including the Data Science and Artificial Intelligence (DA) paper, typically require a bachelor's degree in a relevant technical field, such as:


- Bachelor's degree in Engineering/Technology (B.E./B.Tech)

- Bachelor's degree in Architecture (B.Arch)

- Bachelor's degree in Science (B.S.)

- Master's degree in Science (M.S.)

- Master's degree in Computer Applications (MCA)


However, since you have a non-technical bachelor's degree in Arts, you might not meet the eligibility criteria directly.


What You Can Do

1. *Check the GATE Eligibility Criteria*: Verify the official GATE website for the latest eligibility criteria, as rules may change.

2. *MCA Program*: Since you're currently pursuing an MCA, you might be eligible to apply for GATE DA after completing your MCA program.

3. *Contact the GATE Authorities*: Reach out to the GATE organizing committee or the zonal office for clarification on your eligibility.


Important Points to Remember

- GATE eligibility criteria may vary depending on the institute and department.

- Some institutes might have additional requirements or exceptions.


Stay Updated

Regularly check the official GATE website for updates on eligibility criteria, exam patterns, and application procedures.

Have a great day

Hi Atul,

To prepare for GATE 2025 in Civil Engineering, you’ll need a structured approach, focusing on key subjects and the syllabus. Here's a guide on essential study materials and resources for GATE Civil Engineering:

1. Core Subjects and Recommended Books

  • Engineering Mechanics

    • Engineering Mechanics by R.S. Khurmi
    • Engineering Mechanics by J.L. Meriam and L.G. Kraige
  • Strength of Materials

    • Strength of Materials by R.K. Bansal
    • Mechanics of Materials by R.C. Hibbeler
  • Fluid Mechanics

    • Fluid Mechanics by R.K. Bansal
    • Fluid Mechanics and Hydraulic Machines by S. K. Som and B. P. S. P. Reddy
  • Structural Analysis

    • Structural Analysis by R.C. Hibbeler
    • Structural Analysis by S. Ramamrutham
  • Geotechnical Engineering

    • Geotechnical Engineering by B.C. Punmia
    • Geotechnical Engineering Principles and Practices by V.N.S. Murthy
  • Environmental Engineering

    • Environmental Engineering by P. Venugopala Rao
    • Environmental Engineering by Howard S. Peavy
  • Transportation Engineering

    • Principles of Transportation Engineering by P. Chakroborty
    • Transportation Engineering by S.K. Khanna, C.E.G. Justo
  • Surveying

    • Surveying by B.C. Punmia
    • A Textbook of Surveying by R. Agor
  • Construction Materials and Management

    • Construction Materials by S.K. Duggal
    • Construction Planning and Management by P.S. Gahlot

For preparation start solving PYQs of GATE, online platforms for Mock Tests, GATE Books by Arihant Publications. Understand the GATE Syllabus and Weightage which can be found on the official website of GATE.

Also you can refer the given link where you can find e-books or reference books for GATE for Civil Engineering.

Best wishes!

https://engineering.careers360.com/articles/what-are-best-books-for-gate-civil-engineering

Hello

For GATE Civil Engineering 2025 , you can use:

Preparation Material for GATE

Books :

Strength of Materials by R.K. Bansal

Environmental Engineering by S.K. Garg

Previous Year Question Papers by Made Easy

Focus on solving Previous year paper and revising key formulas regularly .

ALL THE BEST

The cutoff for GATE (Graduate Aptitude Test in Engineering) varies each year based on the exam difficulty , number of candidates , and number of vacancies in PSUs (Public Sector Undertakings) and IITs (Indian Institutes of Technology) . For the SC category , the cutoffs tend to be lower than the General category due to reservation policies.

Here is a general overview of the GATE cutoff trends for MT (Mining Engineering) in PSUs and IITs :

1. PSUs (Public Sector Undertakings):

  • PSUs like Coal India, NTPC, BHEL , etc., have their own GATE cutoff scores, which vary depending on the company and the year.
  • SC category cutoff for PSUs is typically around 20-30% lower than the General category cutoff .

2. IITs (Indian Institutes of Technology):

  • IITs use GATE scores for admission to their M.Tech programs, and the cutoff is different for each institute.
  • The SC category cutoff for M.Tech in Mining Engineering (MT) is usually between 25-40 marks (out of 100), depending on the IIT and the specific program.

Examples of Previous Year Trends:

  • For IITs like IIT Kharagpur , IIT Bombay , and IIT Delhi , the cutoff for M.Tech in Mining Engineering for SC category students ranged from 25 to 35 marks in recent years.
  • For PSUs , the cutoff can range anywhere from 35 to 45 marks in the SC category, but it varies by company and the number of vacancies available.

Key Points:

  • Check Official Websites : Always verify with the official websites of the PSUs or IITs you are targeting for updated and accurate cutoff details.
  • Reservation Benefits : SC candidates enjoy relaxation in GATE cutoff scores due to the reservation system, making it easier for them to qualify compared to the General category.

Since cutoffs change each year, tracking past trends and understanding the specific requirements of your targeted PSUs and IITs is crucial for planning your GATE preparation.

Hello

Yes , a B.Tech Dairy Technology student can appear for the GATE (Graduate Aptitude Test in Engineering) exam . However , the eligibility depends on selecting an appropriate paper in GATE .

Students from Dairy Technology have the option to appear for papers such as :

1. Agricultural Engineering (AG)

2. Life Sciences (XL)

3. Food Technology (XE Section H)

Key Points:

Eligibility: Students in the final year of their B.Tech program or those who have completed their degree can apply for GATE.

Benefits: GATE scores are used for admission to postgraduate programs (M.Tech, Ph.D.) and for recruitment in PSUs like NDRI, Amul, Mother Dairy, and more.

Preparation Tip: Choose the subject that aligns most closely with your Dairy Technology coursework or your future career interests.

Check link for more details

https://engineering.careers360.com/exams/gate

Hope this help you .

Thank you

View All
Flight Attendant

A flight attendant is a professional whose primary duty is to ensure the safety and comfort of passengers during an airline flight. An individual who is pursuing a career as a flight attendant is part of the cabin crew for the plane, a team of personnel who operate a commercial, business, or even military aircraft while travelling domestically or internationally. 

An individual pursuing a career as a flight attendant is specially trained for the aircraft in which he or she works since passenger safety is their foremost concern. In this article, we will discuss how to become a flight attendant in India or how to become a flight attendant after graduation. 

3 Jobs Available
Aerospace Engineer

An aerospace engineer is an individual who develops new ideas and technologies that can be used in defence systems, aviation, and spacecraft. He or she not only designs aircraft, spacecraft, satellites, and missiles but also creates test vehicles to ensure optimum functionality. Aerospace engineering is a branch of engineering that deals with the study, design, and development of aerial vehicles such as aircraft and spacecraft. 

Aerospace engineering jobs deal with employees who design or build missiles and aircraft for national defence, or spacecraft. Aerospace engineering or aircraft engineering is often referred to as rocket science. The bottom line is that the person who is pursuing a career in aerospace engineering has to deal with multiple teams at different levels and work across various technologies.

2 Jobs Available
Flight Engineer

A career in the aviation industry always sounds exciting. But, there is no scope for the slightest error as it may cost the lives of many people. A Flight Engineer role comes with the responsibility of monitoring the aircraft engine and control systems while in flight. Whenever the aircraft is away from the home station, he or she is required to perform pre-flight and post-flight inspections

2 Jobs Available
Aircrew officer

An aircrew officer or airline commanders fly aircraft to provide transportation to passengers or cargo. The aircrew officer operates the engines of aircraft and controls to navigate and fly the airplane. The ability to learn new technologies every time and to stay up-to-date with the changes in the industry is what the aircrew officer should possess. 

This could be possible through membership with professional pilot associations. The aircrew officer is also one of the highest-paid professionals and the job is quite coveted. Keep reading to find out what you need to know about how to become aircrew officer.

You may also read career as Airline Pilot.

2 Jobs Available
Air Hostess

An air hostess is a flight attendant also known as a cabin crew or steward. An air hostess undertakes several pre-flight, in-flight, and post-flight duties and is responsible for ensuring the safety and comfort of passengers on both national and international flights.  A career as an air hostess might be desirable for you if you are excited about a job in which you can help people and travel to exciting places.

Air hostesses play a crucial role in the flight crew, working closely with pilots and ground personnel to provide a safe and comfortable travel experience, even beyond their hospitality responsibilities. Being flexible, having strong communication skills, and being dedicated to the comfort of passengers are all necessary for their dynamic function, which makes them essential to the entire travel experience.

2 Jobs Available
Aeronautical Engineer

An Aeronautical Engineer job comes with the responsibility of designing aircraft and thrust systems. He or she is employed in aviation, defence or civil aviation industries. Aeronautical Engineer is generally engaged in the design of aircraft and propulsion systems as well as the analysis of building materials and aircraft's aerodynamic performance. The role of an Aeronautical Engineer may involve assembling parts of aircraft, testing and maintaining them. 

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
Airline Pilot

Are you searching for an 'airline pilot job description'? An airline pilot or airline commander flies aircraft and helicopters to provide transportation to passengers or cargo. The airline pilot operates the engines of the aircraft and controls them to navigate and fly the airplane. The ability to learn new technologies every time and to stay up-to-date with the changes in the industry is what aviators should possess. The career as airline pilot is also one of the highest-paid professionals and the job is quite coveted.

1 Jobs Available
Welding Engineer

Welding Engineer Job Description: A Welding Engineer work involves managing welding projects and supervising welding teams. He or she is responsible for reviewing welding procedures, processes and documentation. A career as Welding Engineer involves conducting failure analyses and causes on welding issues. 

5 Jobs Available
Transportation Planner

A career as Transportation Planner requires technical application of science and technology in engineering, particularly the concepts, equipment and technologies involved in the production of products and services. In fields like land use, infrastructure review, ecological standards and street design, he or she considers issues of health, environment and performance. A Transportation Planner assigns resources for implementing and designing programmes. He or she is responsible for assessing needs, preparing plans and forecasts and compliance with regulations.

3 Jobs Available
Environmental Engineer

Individuals who opt for a career as an environmental engineer are construction professionals who utilise the skills and knowledge of biology, soil science, chemistry and the concept of engineering to design and develop projects that serve as solutions to various environmental problems. 

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
Conservation Architect

A Conservation Architect is a professional responsible for conserving and restoring buildings or monuments having a historic value. He or she applies techniques to document and stabilise the object’s state without any further damage. A Conservation Architect restores the monuments and heritage buildings to bring them back to their original state.

2 Jobs Available
Structural Engineer

A Structural Engineer designs buildings, bridges, and other related structures. He or she analyzes the structures and makes sure the structures are strong enough to be used by the people. A career as a Structural Engineer requires working in the construction process. It comes under the civil engineering discipline. A Structure Engineer creates structural models with the help of computer-aided design software. 

2 Jobs Available
Highway Engineer

Highway Engineer Job Description: A Highway Engineer is a civil engineer who specialises in planning and building thousands of miles of roads that support connectivity and allow transportation across the country. He or she ensures that traffic management schemes are effectively planned concerning economic sustainability and successful implementation.

2 Jobs Available
Field Surveyor

Are you searching for a Field Surveyor Job Description? A Field Surveyor is a professional responsible for conducting field surveys for various places or geographical conditions. He or she collects the required data and information as per the instructions given by senior officials. 

2 Jobs Available
Geothermal Engineer

Individuals who opt for a career as geothermal engineers are the professionals involved in the processing of geothermal energy. The responsibilities of geothermal engineers may vary depending on the workplace location. Those who work in fields design facilities to process and distribute geothermal energy. They oversee the functioning of machinery used in the field.

3 Jobs Available
Geologist

A geologist attempts to comprehend the historical backdrop of the planet we live on, all the more likely to anticipate the future and clarify current events. He or she analyses the components, deployments, results, physical characteristics, and past of the planet. A geologist examines the landforms and landscapes of the earth in relation to the geology, climatic, and human processes that have shaped them. 

A geologist studies earth procedures, for example, seismic tremors, avalanches, floods, and volcanic eruptions to review land and draw up safe structure plans. When he or she researches earth materials, explores metals and minerals, yet in addition search for oil, petroleum gas, water, and strategies to extricate these. 

2 Jobs Available
Energy Performance Engineer

Energy efficiency engineering is a broad field of engineering which deals with energy efficiency, energy services, facility management, plant engineering, and sustainable energy resources. Energy efficiency engineering is one of the most recent engineering disciplines to emerge. The field combines the knowledge and understanding of physics, chemistry, and mathematics, with economic and environmental engineering practices. The main job of individuals who opt for a career as an energy performance engineer is to find the most efficient and sustainable path to operate buildings and manufacturing processes. 

Individuals who opt for a career as energy performance engineers apply their understanding and knowledge to increase efficiency and further develop renewable sources of energy. The energy efficiency engineers also examine the use of energy in those procedures and suggest the ways in which systems can be improved.

2 Jobs Available
Petroleum Engineer

A career as a Petroleum engineer is concerned with activities related to producing petroleum. These products can be in the form of either crude oil or natural gas. Petroleum engineering also requires the exploration and refinement of petroleum resources. Therefore, a career as a petroleum engineer comes up with oil and gas onshore jobs. There are also desk jobs in the petroleum industry. In layman’s terms, a petroleum engineer is a person who finds the best way to drill and extract oil from oil wells. Individuals who opt for a career as petroleum engineer also tries to find new ways to extract oil in an efficient manner.

2 Jobs Available
Transportation Planner

A career as Transportation Planner requires technical application of science and technology in engineering, particularly the concepts, equipment and technologies involved in the production of products and services. In fields like land use, infrastructure review, ecological standards and street design, he or she considers issues of health, environment and performance. A Transportation Planner assigns resources for implementing and designing programmes. He or she is responsible for assessing needs, preparing plans and forecasts and compliance with regulations.

3 Jobs Available
Civil Engineer

A career as a civil engineer is of great importance for the infrastructural growth of the country. It is one of the most popular professions and there is great professional as well as personal growth in this civil engineering career path. There is job satisfaction in this civil engineering career path, but it also comes with a lot of stress, as there are multiple projects that need to be handled and have to be completed on time. Students should pursue physics, chemistry and mathematics in their 10+2 to become civil engineers. 

2 Jobs Available
Transportation Engineer

A career as a Transportation Engineer is someone who takes care of people's safety. He or she is responsible for designing, planning and constructing a safe and secure transportation system. The transportation sector has seen a huge transformation and is growing day by day and improving every day. 

As a Transport Engineer, he or she needs to solve complex problems such as accidents, costs, traffic flow, and statistics. A Transport Engineer also collaborates for projects with some other companies. 

1 Jobs Available
Loco Pilot

A loco pilot or locomotive pilot is a professional responsible for operating trains. He or she starts, stops, or controls the speed of the train. A locomotive pilot ensures that the train operates according to time schedules and signals. These loco pilots are responsible for carrying people and products to distinct destinations. 

A loco pilot has thorough knowledge and understanding of the railway operations, rules, regulations, protocols, and measures to take in times of emergency. Their role is crucial in ensuring passenger and freight trains' smooth and safe operation. Here, in this article, we will discuss everything on how to how to become a loco pilot.

2 Jobs Available
Back to top