Jharkhand University of Technology, Jharkhand, Computer Engineering Semester 7, Machine Learning Syllabus

Machine Learning 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 What is Machine learning

Unit 1

Machine learning

1.1 What is Machine learning

1.2 Basic principal

1.3 Utility of ML Well defined learning system

1.4 Designing learning system

1.5 Challenges in ML

1.6 Application of ML

Unit - 2 Linear Regression

Unit 2

Linear Regression

2.1 Linear Regression with one variable and multiple variables

2.2 Gradient Descent

2.3 Classification Logistic Regression Over fitting Regularization Support Vector Machines

2.4 Decision Trees and issue in decision tree

2.5 Bayesian Learning – Bayes Theorem

2.6 Concept Learning

2.7 Bayes Optimal Classifier

2.8 Naïve Bayes Classifier

2.9 Bayesian Belief Networks

2.10 EM Algorithm

Unit - 3 Clustering

Unit 3

Clustering

3.1 Clustering Kmeans Hierarchical etc.

3.2 Dimensionality reduction

3.3 Principal Component Analysis

3.4 Anomaly detection

3.5 Feasibility of learning

3.6 Reinforcement learning

Unit - 4 Artificial Neural Networks

Unit 4

Artificial Neural Networks

4.1 Artificial Neural Networks

4.2 Artificial Perceptron

4.3 Gradient Descent and The Delta Rule

4.4 Adaline

4.5 Multilayer Networks

4.6 Backpropagation Rule backpropagation Algorithm Convergence

Unit - 5 Evolutionary algorithm

Unit 5

Evolutionary algorithm

5.1 Evolutionary algorithm

5.2 Genetic Algorithms – An Illustrative Example

5.3 Hypothesis Space Search

5.4 Genetic Programming

5.5 Swarm intelligence algorithm

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
Artificial intelligence
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