Connected successfully Lecture Notes || SNS Courseware
Subject Details
Dept     : ECE
Sem      : 5
Regul    : 2019
Faculty : A.Sakira Parveen
phone  : NIL
E-mail  : sakiraparveen.a.ece@snsct.org
286
Page views
19
Files
3
Videos
1
R.Links

Icon
Lecture Notes

UNIT 1:
pdf
download    open file
Types of Machine Learning
pdf
download    open file
Definition of learning systems Goals and applications of machine learning
pdf
download    open file
Machine Learning Process
pdf
download    open file
Testing Machine Learning Algorithms
pdf
download    open file
The Curse of Dimensionality
pdf
download    open file
Terminology-Weight Space
UNIT 2:
pdf
download    open file
Regression: Linear Regression,Parametric Models
pdf
download    open file
Multivariate Regression
pdf
download    open file
Classification: Bayesian Decision Theory parametric and non-parametric methods
pdf
download    open file
Multivariate Classification- Logistic Regression
pdf
download    open file
K-Nearest Neighbor classifier
pdf
download    open file
Decision Tree based methods for classification & Regression Ensemble methods
UNIT 3:
pdf
download    open file
Introduction & Clustering
pdf
download    open file
K-means clustering
pdf
download    open file
EM algorithm
pdf
download    open file
Principal Component Analysis
pdf
download    open file
Hierarchical Clustering
pdf
download    open file
Probabilistic PCA