makaut
notes
Notes
PYQs
Menu
Notes
PYQs
← 7th Semester
Machine Learning
Code
PEC-CS701
Credits
3
Units
4
Topics
21
Buy for ₹99
or the 7th semester bundle, ₹249
Overview
Syllabus
Topics
Unit 1
Supervised Learning
8 topics
1.1
Introduction to Supervised Learning
1.2
Linear Regression
1.3
Logistic Regression
1.4
Decision Tree
1.5
k-Nearest Neighbours
1.6
Support Vector Machine
1.7
Naive Bayes
1.8
Model Evaluation Metrics
Unit 2
Unsupervised Learning
5 topics
2.1
Clustering Basics
2.2
k-Means Clustering
2.3
Hierarchical Clustering
2.4
DBSCAN
2.5
Principal Component Analysis
Unit 3
Neural Networks
4 topics
3.1
Perceptron
3.2
Multilayer Perceptron
3.3
Backpropagation
3.4
Activation Functions
Unit 4
Deep Learning
4 topics
4.1
Convolutional Neural Networks
4.2
Recurrent Neural Networks
4.3
Regularisation and Dropout
4.4
Transfer Learning