Lecture Notes || SNS Courseware

Subject Details

Dept : CSE

Sem : 6

Regul : 2019

Faculty : Aruna R

phone : NIL

E-mail : aruna.r.cse@snsct.org

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Lecture Notes

UNIT 1:

Single Layer Neural Network

Perceptron Algorithm

Back propagation Networks

Basic Concept of Neuro

Multilayer Neural Network

UNIT 2:

Deep Neural Networks

Gradient Descent

Differentiation Algorithms

Vanishing Gradient Problem

UNIT 3:

CNN Architectures

Activation Function

Recursive Neural Netw

Recurrent Neural Networks

UNIT 4:

Denoising – Contractive

Autoencoders

Long Short Term Memory (LSTM) Networks

Encoder/Decoder Architectures

UNIT 5:

Image generation with Generative adversarial networks

Automatic Image Captioning

Video to Text with LSTM models

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