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Course Structure
MACHINE LEARNING WITH MATLAB
Introduction
1.1 The origins of machin learning
1.2 Machin learning and Human learning
1.3 Types of machin learning
1.4 Choosing an appropriate learning algorithem
Understanding data in Matlab
2.1 Data types
2.2 Data structure
2.3 Preparation,Cleaning,Normalizing
2.4 Visualization
2.5 Finding missing data
2.6 Replacing missing data
Probabilistic learning in Matlab
3.1 Probability,Joint Probability,Conditional Probability
3.2 Different Probability distribution and their plots
3.3 The naive bayes algorithm
3.4 Markov model
3.5 Hidden markov model
3.6 kalman filter algorithm
Unsupervised Learning in Matlab
4.1 Hierarchical clustering
4.2 K means clustering
4.2 Self organizing maps
Supervised Learning in Matlab
5.1 Regression analysis and Model building
5.2 Logistic regression
5.3 K nearest neighbor algorithm
5.4 Artificial neural network
5.5 Back propagation algorithm
5.6 Support vector machine
Deep Learning in Matlab
6.1 Convolutional neural network
6.2 multilayer neural network
6.3 Training and testing using deep learning algorithms
PREREQUISITES ELIGIBILITY
I would suggest to have some experience in Matlab
ELIGIBILITY
BE/BTECH/M.TECH/BCA/MCA
COURSE FEE AND OTHER DETAILS
FEE :30,000/ only
one real time industry project
The course duration for all above modules is 4 weeks (5 days in a week).
Daily routine for a 3 hour session,one hour lecturing and two hour hands on practice