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Advanced Deep Learning

a
Course
Postgraduate
Semester
Electives
Subject Code
AVD872
Subject Title
Advanced Deep Learning

Syllabus

Introduction to Neural network and Back propagation-Basics of Tensor flow and Keras-Details on Convolutional Neural Networks and types of different convolutions-recent topics in Recurrent Neural Net-works, LSTM, GRUs-Time series Processing-Details of Transformer Networks for text and Vision- Instance and Semantic Segmentation-Generative Models, VAE-Deep Generative Adversarial Networks- Model Interpretation etc.

Text Books

Same as Reference

References

1. Deep Learning, Ian Good fellow, Yoshua Bengio and Aaron Courville, ISBN-13:978- 0262035613, MIT Press, 2016.

2. Recent peer reviewed journals and conferences.