COURSE SUMMARY
Course Title: 
Deep Learning
Course Code: 
18CA452
Year Taught: 
2018
Degree: 
Postgraduate (PG)
School: 
School of Engineering
Campus: 
Kochi
Mysuru
Amritapuri

'Deep Learning' is a course offered in M. C. A. (Master of Computer Applications) program at Amrita Vishwa Vidyapeetham.

Historical Trends in Deep Learning, Linear Algebra, Probability and Information theory, Numerical Computation, Machine learning basics

Deep Networks: Deep feedforward networks, Regularization for deep learning, Optimization for training deep models, Convolutional Networks, Sequence modelling: Recurrent and recursive nets, Practical methodology, Applications

Deep Learning Research: Linear factor models, autoencoders, Representation learning, Structured probabilistic models, Monte-Carlo models,

Intro to NLP and Deep Learning, Simple Word Vector representations

Introduction to Tensorflow

Convolutional neural networks- Dynamic Memory Networks.

  • Ian Goodfellow, YoshuaBengio, Aaron Courville, Deep Learning, MIT Press, 2016
  • Yoav Goldberg, A Primer on Neural Network Models for Natural Language Processing, 2015
  • Jurafsky, James H. Martin, Speech and Language Processing, 3rd edition, 2017