CSM 2-1 Intro to AIML

               All Materials regarding to B.tech R-20 in Computer Science in AI & ML Engineering 1st  Year 2nd Semester with unit wise for Every Subjects are available.

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CSM 2-1 Intro to AIML

Chapters / UnitsDownload Link
1Unit 1Download
2Unit 2Download
3Unit 3Download
4Unit 4Download
5Unit 5Download

CSM 2-1 Intro to AIML important  Topics and Questions

UNIT I

Introduction: What Is AI?, The Foundations of Artificial Intelligence, The History of Artificial Intelligence, The 
State of the Art, Agents and Environments, Good Behavior: The Concept of Rationality, The Nature of Environments, 
The Structure of Agents.

UNIT II

Problem Solving: Problem-Solving Agents, Example Problems, Searching for Solutions, Uninformed Search 
Strategies, Informed (Heuristic) Search Strategies, Local Search Algorithms and Optimization Problems, Searching 
with Nondeterministic Actions.

UNIT III

Knowledge Representation: Knowledge-Based Agents, Logic, Propositional Logic: A Very Simple Logic, 
Ontological Engineering, Categories and Objects, Events, Mental Events and Mental Objects, Reasoning Systems for 
Categories, The Internet Shopping World.

UNIT IV

Introduction to Machine Learning: Well-Posed Learning Problem, Designing a Learning system, 
Perspectives and Issues in Machine Learning.
Concept Learning and The General-to-Specific Ordering: Introduction, A Concept Learning Task, 
Concept Learning as Search, FIND-S: Finding a Maximally Specific Hypothesis, Version Spaces and the 
Candidate Elimination Algorithm, Remarks on Version spaces and Candidate-Elimination, Inductive Bias

UNIT V

Decision Tree Learning: Introduction, Decision Tree Representation, Appropriate Problems for Decision 
Tree Learning, The Basic Decision Tree Learning Algorithm, Hypothesis Space Search in Decision Tree 
Learning, Inductive Bias in Decision Tree Learning, Issues in Decision Tree Learning.

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