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← 7th Semester
Deep Learning
Code
PCC-AD701
Credits
3
Units
4
Topics
12
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or the 7th semester bundle, ₹249
Overview
Syllabus
Topics
Unit 1
Foundations
3 topics
1.1
Neurons and layers
1.2
Loss functions
1.3
Gradient descent variants
Unit 2
Training
3 topics
2.1
Backpropagation
2.2
Batch normalisation
2.3
Regularisation
Unit 3
Architectures
3 topics
3.1
CNN
3.2
RNN and LSTM
3.3
Autoencoders
Unit 4
Generative Models
3 topics
4.1
GANs
4.2
Variational autoencoders
4.3
Attention