CMPE302 [machinLearning]
Course Content
1 An introduction to Machine Learning
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1 An introduction to Machine Learning part1
01:09:00 -
1 An introduction to Machine Learning part2
55:00
2 Linear Regression, Direct solution method, Gradient Descent algorithm
Multivariable linear regression
Gradient Descent Method
Polynomial Regression
Bias-Variance-Error decomposition-Expectation-Covariance
RBF – Nonlinear Regression
Information -Entropy-Cross Entropy
Perceptron Learning Algorithm
SupportVectorMachine
Logistic Regression Algorithm
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