Official Bihar Engineering University examination question papers, marks distribution, and questions transcript. Available exam sessions: 2026, 2025, 2023, 2022.
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Official BEU curriculum units & topics for this examination subject.
Unit 1.0: Introduction
Types of learning • Common aspects of machine learning approach: model • Parameters • Bias-Variance • Test, train and validation datasets • Error function • Curse of dimensionality • Predictive analysis using regression
Unit 2.0: Python Basics
Fundamental data types in Python • Looping and decision-making constructs • Functions • Classes • File handling • Database access • Output formatting • Classes • Modules • Statistics module • Numpy • Introduction to popular machine learning libraries Tensor Flow & Keras
Unit 3.0: Unsupervised Learning
Clustering • K-means • GMM & EM algorithm • Eigen values and Eigen vectors • PCA unsupervised dimensionality reduction technique
Unit 4.0: Supervised Learning
Classification: KNN • Bayes • Decision Tree • SVM: soft and hard margin • Kernel trick • LDA - supervised dimensionality reduction technique
Unit 5.0: Ensemble and Reinforcement Learning
Bagging • Random Forest and Boosting • Q-learning and SARSA algorithms