It's good to see the addition of GATE Data Science and Artificial Intelligence in the year 2025 which depicts the adaptation of technological advancements. GATE has introduced Data Science and Artificial Intelligence (DA) which will help aspirants to get into a new domain of technology and dive deep into it.
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In this article, we'll be talking about the GATE course - GATE Data Science and Artificial Intelligence 2025 which covers all the core concepts and will help you to crack GATE easily. Let's know more about the course by reading the entire article.
GATE Data Science and Artificial Intelligence 2025
This is a self-paced, presented by GeeksforGeeks for everyone who's interested in clearing GATE with Data Science and Artificial Intelligence. This course has covered all the important topics required to qualify GATE 2025. This best course offers a blend of Strategy, Tips and tricks, Problem-Solving, and Core concept-building sessions that comprehensively cover the entire GATE syllabus.
It has self-paced learning modules to empower you for GATE 2025. 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.
Key Highlights:
- Expert mentors have curated an in-depth coverage of all GATE subjects.
- The course includes detailed strategies to approach and excel in the GATE exam.
- You will learn quick tips and effective tricks to solve problems efficiently.
- Extensive practice sessions are provided to enhance your problem-solving skills.
- The course is designed to strengthen your understanding of fundamental concepts.
- There is thorough coverage of the entire GATE syllabus to ensure comprehensive preparation.
Beneficial in Preparation for:
- GATE DA
- ESE
- PGEE
- ISRO
- BARC
Syllabus:
Probability 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
- 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
- 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
- Differentiability
- Taylor Series
- Maxima and Minima
- Optimization Involving a Single Variable
Programming, Data Structures, and Algorithms
- Programming in Python
- Basic Data Structures
- Search Algorithms
- Basic Sorting Algorithms
- Divide and Conquer
- Introduction to Graph Theory
- Basic Graph Algorithms
Database Management and Warehousing
- ER-Model
- Relational Model
- Relational Algebra
- Tuple Calculus
- SQL
- Integrity Constraints
- Normal Form
- File Organization
- Indexing
- Data Types, Transformation, Warehouse Modeling
Machine Learning
- Supervised Learning
- Bias-Variance Trade-Off
- Cross-Validation Methods
- Multilayer Perceptron
- Feed-Forward Neural Network
- Unsupervised Learning
- Clustering Algorithms
- Dimensionality Reduction
Artificial Intelligence
- Search
- Logic
- Reasoning Under Uncertainty Topics
Duration: 100+ hours
Conclusion
Do register for this course, learn from our top experienced mentors, and crack GATE Data Science and Artificial Intelligence 2025. This course has all the topics covered and will definitely help you to master GATE in one go if you prepare wisely. So, wasting any time, get ready and register now for this course.