Download AI and Machine Learning Syllabus 2024

In this post I will provide you AI and Machine Learning Syllabus 2024-25. AKTU released latest syllabus for AI and Machine Learning.

AI and Machine Learning detailed SYLLABUS

Unit 1

Defining Artificial Intelligence, Defining AI techniques, Using Predicate Logic and Representing Knowledge as Rules, Representing simple facts in logic, Computable functions and predicates, Procedural vs Declarative knowledge, Logic Programming, Mathematical foundations: Matrix Theory and Statistics for Machine Learning.

Unit 2

Idea of Machines learning from data, Classification of problem –Regression and Classification, Supervised and Unsupervised learning.

Unit 3

Linear Regression: Model representation for single variable, Single variable Cost Function, Gradient Decent for Linear Regression, Gradient Decent in practice.

Unit 4

Logistic Regression: Classification, Hypothesis Representation, Decision Boundary, Cost function, Advanced Optimization, Multi classification (One vs All), Problem of Over fitting.

Unit 5

Discussion on clustering algorithms and use-cases cantered around clustering and classification.

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