Page 259 - DCAP310_INTRODUCTION_TO_ARTIFICIAL_INTELLIGENCE_AND_EXPERT_SYSTEMS

Unit 14: Types of Learning
Mithilesh Kumar Dubey, Lovely Professional University

Unit 14: Types of Learning Notes

CONTENTS
Objectives
Introduction

14.1 Knowledge Acquisition Difficulties
14.2 General Learning Model
14.3 Performance Measures

14.4 Knowledge System Building Tools
14.4.1 ES Building Tools on the Market
14.4.2 Market Trends
14.5 Learning by Induction
14.6 Generalization and Specialization

14.7 Inductive Bias
14.8 Analogical Reasoning and Learning
14.8.1 Makes a Good Analogy

14.8.2 Methods Used to Investigate Analogical Learning
14.8.3 Retrieval of Analogy: The Inert Knowledge Problem
14.9 Explanation-based Learning (EBL)
14.10 Summary
14.11 Keywords

14.12 Review Questions
14.13 Further Readings

Objectives

After studying this unit, you will be able to:
Explain Knowledge Acquisition Difficulties

Discuss the General Learning Model
Identify Performance Measures
Identify various Knowledge System Building Tools

Explain Learning by Induction
Discuss Generalization and Specialization
Define Inductive Bias
Describe Analogical Reasoning and Learning
Discuss Explanation-based Learning

LOVELY PROFESSIONAL UNIVERSITY 253