IT702
Course Name:
Deep Learning (IT702)
Programme:
Semester:
Credits (L-T-P):
Content:
Basics of Applied Math and Machine Learning: Linear Algebra for Machine Learning, Probability and Information Theory, Numerical Computation, Machine Learning Basics.
Deep Networks: Deep Feed Forward Networks, Regularization for Deep Learning, Optimization for Training Deep Models, Convolutional Neural Networks, Sequence Modeling - Recurrent and Recursive Nets. Practical Methodology, Applications of Deep Learning, Deep Generative Models,Research Trends