Dr A.P.J. Abdul Kalam Technical University, UP (AKTU), Computer Engineering Semester 7, Artificial Intelligence Syllabus

Artificial Intelligence Lecture notes | Videos | Free pdf Download | Previous years solved question papers | MCQs | Question Banks| Syllabus
Get access to 100s of MCQs, Question banks, notes and videos as per your syllabus.
Try Now for free

Unit - 1 Introduction

Unit 1

Introduction

1.1 Introduction to Artificial Intelligence

1.2 Foundations and History of Artificial Intelligence

1.3 Applications of Artificial Intelligence

1.4 Intelligent Agents

1.5 Structure of Intelligent Agents

1.6 Computer vision

1.7 Natural Language Possessing

Unit - 2 Introduction to Search

Unit 2

Introduction to Search

2.1 Searching for solutions

2.2 Uniformed search strategies

2.3 Informed search strategies

2.4 Local search algorithms and optimistic problems

2.5 Adversarial Search

2.6 Search for games

2.7 Alpha Beta pruning

Unit - 3 Knowledge Representation & Reasoning

Unit 3

Knowledge Representation Reasoning

3.1 Propositional logic

3.2 Theory of first order logic

3.3 Inference in First order logic

3.4 Forward Backward chaining

3.5 Resolution

3.6 Probabilistic reasoning

3.7 Utility theory

3.8 Hidden Markov Models HMM

3.9 Bayesian Networks

Unit - 4 Machine Learning

Unit 4

Machine Learning

4.1 Supervised and unsupervised learning

4.2 Decision trees

4.3 Statistical learning models

4.4 Learning with complete data Naive Bayes models

4.5 Learning with hidden data – EM algorithm

4.6 Reinforcement learning

Unit - 5 Pattern Recognition

Unit 5

Pattern Recognition

5.1 Introduction

5.2 Design principles of pattern recognition system

5.3 Statistical Pattern recognition

5.4 Parameter estimation methods Principle Component Analysis PCA and Linear Discriminant Analysis LDA

5.5 Classification Techniques – Nearest Neighbor NN Rule

5.6 Bayes Classifier

5.7 Support Vector Machine SVM

5.8 K – means clustering

Download CSE Sem 7 syllabus pdf
Get access to 100s of MCQs, Question banks, notes and videos as per your syllabus.
Try Now for free
Other Subjects of Semester-1
Blockchain architecture design
Popular posts
Top 10 free online resources to learn coding
What is machine learning
What is cloud computing
What is DBMS architecture
Sorting algorithm overview
Share  
Link Copied
More than 1 Million students use Goseeko! Join them to feel the power of smart learning.
Spot anything incorrect? Contact us