Dr A.P.J. Abdul Kalam Technical University, UP (AKTU), Civil Engineering Semester 8, Machine Learning Syllabus

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Unit - 1 Introduction

1.1 INTRODUCTION – Well defined learning problems

1.2 Design of a learning system

1.3 Issues in Machine Learning

1.4 Concept Learning

1.5 Generaltospecific ordering of hypotheses

1.6 FindS Finding a Maximally Specific Hypothesis

1.7 ListthenEliminate Algorithm

1.8 CE CandidateElimination Algorithm

1.1 INTRODUCTION – Well defined learning problems

1.2 Design of a learning system

1.3 Issues in Machine Learning

1.4 Concept Learning

1.5 Generaltospecific ordering of hypotheses

1.6 FindS Finding a Maximally Specific Hypothesis

1.7 ListthenEliminate Algorithm

1.8 CE CandidateElimination Algorithm

Unit - 2 Decision tree learning

2.1 Decision tree learning algorithm

2.2 ARTIFICIAL NEURAL NETWORKS

Unit - 3 Evaluating Hypotheses

3.1 Evaluating Hypotheses Estimating Hypotheses Accuracy

3.2 Bayesian Learning Bayes theorem Concept learning Bayes Optimal Classifier

Unit - 4 Computational Learning Theory

4.1 Computational Learning Theory

4.2 INSTANCEBASED LEARNING

4.1 Computational Learning Theory

4.2 INSTANCEBASED LEARNING

Unit - 5 Genetic Algorithms

5.1 Genetic Algorithms GA

5.2 Models of Evolution and Learning

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Other Subjects of Semester-2
Finite element method
Engineering hydrology and ground water management
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