Lecture Notes || SNS Courseware

Subject Details

Dept : AIDS

Sem : 6

Regul : 2019

Faculty : Gulshan Banu

phone : 9655507259

E-mail : gulshan.a.ad@snsce.ac.in

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Lecture Notes

UNIT 1:

Introduction to machine learning

Linear models (SVMs and Perceptrons)

What a shallow network computes

Training a network: loss functions

Neural networks as universal function approximates.

UNIT 2:

History of Deep Learning

Back propagation and regularization

Batch normalization

Convolutional Networks

Generative Adversarial Networks (GAN)

VC Dimension and Neural Nets

Feb

Introduction to machine learning

Feb

Introduction to machine learning

Feb

Linear models (SVMs and Perceptrons)

Feb

What a shallow network computes

Feb

Training a network: loss functions

Feb

Neural networks as universal function approximates.