About This Course

Machine Learning for GATE DA 2026 – Complete Course

Prepare effectively for the GATE Data Science & Artificial Intelligence 2026 exam with our comprehensive Machine Learning course. Designed as per the latest official GATE DA syllabus, this course focuses on conceptual understanding, problem-solving strategies, and exam-oriented preparation to help you master Machine Learning from fundamentals to advanced techniques.

Why This Course?

Machine Learning is one of the core subjects in GATE DA and forms the foundation for data science, artificial intelligence, and deep learning applications. Scoring well in this section can significantly improve your overall rank. Our course combines theoretical concepts with hands-on problem-solving, featuring GATE-level questions, topic-wise practice, and detailed explanations.

What You Will Learn

• Supervised Learning
  • Regression and Classification Problems
  • Simple & Multiple Linear Regression
  • Ridge and Logistic Regression
  • k-Nearest Neighbours (k-NN)
  • Naive Bayes Classifier
  • Linear Discriminant Analysis (LDA)
  • Support Vector Machine (SVM)
  • Decision Trees
  • Bias-Variance Trade-off
  • Cross-Validation Techniques: LOO, k-Folds
  • Multi-layer Perceptron (MLP)
  • Feed-forward Neural Networks
• Unsupervised Learning
  • Clustering Algorithms (k-Means, k-Medoid)
  • Hierarchical Clustering (Top-Down, Bottom-Up)
  • Single-Linkage & Multiple-Linkage Clustering
  • Dimensionality Reduction Techniques
  • Principal Component Analysis (PCA)

Course Highlights

• Topic-by-topic video lectures based on the GATE DA 2026 syllabus
• Intuitive visual explanations for every ML algorithm and concept
• GATE-standard practice problems with solutions
• Conceptual clarity + exam strategies
• Handwritten notes (for enrolled students)
• Chapterwise assignments and quizzes
• doubt-solving support

Who Should Enroll?

This Machine Learning course is ideal for:

• GATE DA 2026 aspirants
• Students from engineering or science backgrounds preparing for competitive exams
• Anyone aiming to build Machine Learning skills for AI, Data Science, or ML careers

Start Learning Machine Learning for GATE DA 2026

Gain a strong command of Machine Learning concepts with Mindspan Education’s specialized course. Designed for GATE DA 2026 success, our course empowers you to master supervised and unsupervised learning with exam-focused strategies.

First lecture starts on 21 July 2025.

Enroll in the GATE DA 2026 Machine Learning Course and Test Series to access topic-wise tests, full-length mocks, handwritten notes, and more. Limited slots available!