Book Details

Artificial Intelligence

Artificial Intelligence

Published by uLektz

Course Code : ULZ0196
Author : uLektz
University : General for All University
Regulation : 2017
Categories : Computer Science
Format : ico_bookePUB3 (DRM Protected)
Type : eBook

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Description :Artificial Intelligence of ULZ0196 covers the latest syllabus prescribed by General for All University for regulation 2017. Author: uLektz, Published by uLektz Learning Solutions Private Limited.

Note : No printed book. Only ebook. Access eBook using uLektz apps for Android, iOS and Windows Desktop PC.

Topics
UNIT I INTRODUCTION TO Al AND PRODUCTION SYSTEMS

1.1 Introduction to AI - Problem formulation and Problem Definition

1.2 Production systems - Control and Search strategies, Problem and Production system characteristics

1.3 Specialized production system - Problem solving methods and Problem graphs

1.4 Matching - Indexing and Heuristic functions,Hill climbing, Depth first and Breath first

1.5 Constraints satisfaction - Related algorithm & Measure of performance and analysis of search algorithms

UNIT II REPRESENTATION OF KNOWLEDGE

2.1 Game playing

2.2 Knowledge representation - Knowledge representation using Predicate logic

2.3 Introduction to predicate calculus - Resolution - Use of predicate calculus - Knowledge representation using other logic

2.4 Structured representation of knowledge

UNIT III KNOWLEDGE INFERENCE

3.1 Knowledge representation-Production based system - Frame based system.

3.2 Inference - Backward chaining - Forward chaining - Rule value approach

3.3 Fuzzy reasoning - Certainty factors - Bayesian Theory - Bayesian Network

3.4 Dempster - Shafer theory

UNIT IV PLANNING AND MACHINE LEARNING

4.1 Basic plan generation systems

4.2 Strips

4.3 Advanced plan generation systems

4.4 K strips

4.5 Strategic explanations -Why, Why not and how explanations

4.6 Learning - Machine learning and adaptive Learning

UNIT V EXPERT SYSTEMS

5.1 Expert systems

5.2 Knowledge Acquisition

5.3 Meta knowledge, Heuristics

5.4 Typical expert systems-MYCIN, DART, XOON, Expert systems shells

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