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GATE Data Science and Artificial Intelligence 2025

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Course Description

Unlock success with our GATE Data Science and ArtificiaI Intelligence 2025. Specially curated by experts, our courses in Machine Learning and Artificial Intelligence are your gateway to academic excellence. Fast-track your career and unleash your potential - Enroll now!

course duration26 Weeks

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Course Overview

Embark on a transformative learning journey with our specially designed GATE Data Science and ArtificiaI Intelligence 2025 course! Our expert mentors have skillfully combined the entire syllabus of GATE DA to empower you for GATE 2025 and other competitive exams. This holistic course offers a blend of Strategy, Tips and tricks, Problem-Solving, and Core concept-building that comprehensively cover the entire GATE syllabus. It includes comprehensive coverage of Machine Learning & AI for GATE DA. 

Whether you're just starting your preparation or looking to brush up on specific topics, our course is tailored to meet the needs of learners at every stage. Dont miss out on this golden opportunity to accelerate your GATE journey. Enroll now to claim your spot.

Key Highlights:

  • Comprehensive Coverage: Enjoy a well-rounded curriculum that covers all topics, from Probability and Stats to Machine Learning and AI, in alignment with the official GATE syllabus.
  • Instant Doubt Solving: Get real-time answers to your queries in dedicated doubt-solving sessions led by IIT toppers.
  • Real-World Assignments: Apply your theoretical knowledge to practical assignments for hands-on experience in Data Science and AI.
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Three 90 Challenge

We were listening, and we heard you loud and clear. The Three 90 challenge is back and this is your chance to get 90% of your fee back in just 90 days!

90 Days

What you will learn


What you will learn

  • Get a solid grasp on Mathematics concepts like Probability, Statistics, Calculus and Linear Algebra to build a strong foundation for Data Science and AI.
  • Acquire hands-on programming skills in Python, an essential language for Data Science and AI applications.
  • Gain proficiency in Data Structures like stacks, queues, and trees, and learn essential sorting and searching algorithms.
  • Become skilled in relational databases, SQL, and data warehousing to effectively manage and utilize data.
  • Delve into supervised and unsupervised learning methods such as linear regression, decision trees, and k-means clustering.
  • Explore AI topics from basic search algorithms to advanced adversarial learning, gaining a rounded skill set.

Course Content

01Probability and Statistics
  • Counting (Permutations 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 Functions
  • Uniform, Exponential, Poisson, Normal, Standard Normal Distributions
  • t-Distribution, Chi-Squared Distributions
  • Cumulative Distribution Function
  • Conditional Probability Density Function
  • Central Limit Theorem
  • Confidence Interval
  • z-Test, t-Test, Chi-Squared Test
02Linear 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
03Calculus and Optimization
  • Functions of a Single Variable
  • Limit
  • Continuity
  • Differentiability
  • Taylor Series
  • Maxima and Minima
  • Optimization Involving a Single Variable
04Programming, Data Structures, and Algorithms
  • Programming in Python
  • Basic Data Structures
    • Stacks
    • Queues
    • Linked Lists
    • Trees
    • Hash Tables
  • Search Algorithms
    • Linear Search
    • Binary Search
  • Basic Sorting Algorithms
    • Selection Sort
    • Bubble Sort
    • Insertion Sort
  • Divide and Conquer
    • Mergesort
    • Quicksort
  • Introduction to Graph Theory
    • Basic Graph Algorithms
    • Traversals
    • Shortest Path
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Reviews and Ratings

In the GFG test series, I was able to find the new patterns of questions and the questions were very relevant. The test series assisted me in thinking about the questions in new way. It helped me a lot.

Reviews and Ratings

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In the GFG test series, I was able to find the new patterns of questions and the questions were very relevant. The test series assisted me in thinking about the questions in new way. It helped me a lot.
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Ojas Hegde
I was very Undisciplined, so I needed some kind of framework, but I also study best at my own pace. The chapter wise recorded lectures helped me break down the portions into manageable chunks that motivated me to study instead of getting overwhelmed. I only studied theory from these lectures.it was well explained. Had I been more disciplined I could have taken advantage of the contest system and gotten a even better rank, but I am satisfied with this course even without getting the full value out of it.
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geeksforGeeks has been instrumental in my success in GATE (CS) 2024. Their comprehensive lecture videos, insightful web articles, and challenging yet exam-oriented test series were the pillars of my preparation. Thanks to their meticulous guidance, I secured AIR 1856(GATE Score:632), a testament to the effectiveness of their resources. I highly recommend Geeks For Geeks to any aspiring GATE candidate seeking top-notch support and guidance.
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Sai Rahul N
I recently utilized geeksforgeeks to prepare for the GATE exam, and I must say, it was a valuable resource throughout my preparation journey. it significantly contributed to my success. The vast array of study materials, practice questions, and mock tests provided me with ample opportunities to strengthen my understanding of key concepts. I particularly appreciated the clarity and depth of explanations provided, which enabled me to grasp even the most challenging topics with ease. Particularly I found GATE LMN last minute notes to be useful to me. So do give them a try.
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Abhijeet Kumar
"I am thrilled to share my experience with the GFG GATE CS Course, as it played an instrumental role in helping me to achieve an impressive All India Rank of 1316 in the GATE CS 2024 exam with a gate score of 668. I started my preparation in September; I had only 5 months to prepare for GATE. At the time, I had no hope of getting such good marks. I have attended GFG's CIP course, so I knew that their courses are structured, and thus I decided to take the GATE CS self-paced course for my preparations. Before discovering this course, I was overwhelmed by the vast syllabus and intricate concepts of the GATE exam. However, the structured approach and comprehensive content provided by GeeksforGeeks helped me navigate through the complexities with confidence. One aspect that truly stood out was the depth of coverage across all topics. From fundamental concepts to advanced problem-solving techniques, every aspect of the syllabus was meticulously explained, leaving no room for doubt or confusion. The well-organized modules and practice exercises allowed me to reinforce my understanding and hone my skills effectively. There are also articles for every subject, which allowed me to make my notes short, and for deeper understanding while revising, I referred to articles. The PYQs for all the topics and chapters helped a lot while giving mock tests. I have given mock tests on various platforms to get diversity. These simulated exams not only helped me assess my progress but also equipped me with the strategies needed to tackle the actual exam confidently. I am immensely grateful to geeksforgeeks, for their unwavering support and commitment to helping students excel in their GATE endeavors. Thanks to their exceptional course, I was able to surpass my own expectations and secure a commendable rank in the GATE CS 2024 exam. I wholeheartedly recommend the geeksforgeeks GATE Course to any aspiring GATE candidate looking to achieve similar success."" Thank you, geeksforgeeks, for being an integral part of my GATE journey!"
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Prayas Chaudhary
GFG helped me a lot in my journey. Every time I found difficulty in my preparation, the name that came to my mind was GFG. On this platform, there is a lot of study material in a well-formatted manner. There are so many questions with multiple solutions, and a lot more...
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Finding excellent articles elucidating fundamental Gate exam concepts was pivotal for my success. Staying composed throughout the preparation journey was essential. These resources provided clarity, instilled confidence, and ultimately contributed to my achievement in the exam. Highly recommended for aspirants seeking effective study materials.
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Daram Vishnu Vardhan
GFG notes were instrumental in my success. Their concise yet comprehensive content made studying efficient and effective. I found clarity on complex topics, boosting my understanding and confidence. Grateful for such invaluable resources.

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