Deep Learning and Applications
Prospective Experts:
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May 27 - 31, 2019 Co- Principal Coordinator: |
Last date extended upto May 24, 2019
Course contents:
Neural Networks (ANNs): Introduction to Deep Learning and Motivation.
Brief introduction of Artificial Neural Networks (ANN),
Perceptrons, Multilayer perceptron (MLP), Back propagation training for
MLP, Stochastic gradient descent.
Applications to some practical classification problems.
Hands on: Demonstration and implementation of Shallow and Deep
architecture, introduction to Python, Tensorflow and Keras.
Regularization,
Hyperparameter Tuning
and Autoencoders:Deep Feed forward Networks - Regularization - drop out, Minibatch gradient
descent, RMSProp and Adam optimization.
Autoencoders and Their Types
Hands on: Hyper parameter tuning and regularization practice, Minibatch
gradient descent, Autoencoders
Convolutional Networks : The Convolution Operation, Pooling, Basic architecture of a Convolution
Neural Network, Variants of the Basic Convolution Model,
Evolution of Convolution NN Architectures - AlexNet, ResNet and other
architectures.
Hands on : Convolution neural network application using Tensorflow and
Keras, Autoencoders using CNN, Building an application for
classification and feature extraction.
Sequence Modeling : Recurrent and Recursive Nets - Unfolding Computational Graphs,
Recurrent Neural Networks, The Long Short-Term Memory and Other
Gated RNNs.
Hands on : Language modeling and machine translation, Chatbots.
Generative Adversarial Networks, Object
Detection Algorithms : GAN and their variants- R-CNN , YOLO and SSD
Hands on–
Object detection, Realistic Image Generation and face recognition
Registration Fee and Accommodation:
Faculty and Research Scholars (PhD): Nil and free accommodation on sharing basis.
Others:Rs 3000 and extra nominal charges for accommodation and food.
Core Team Members, E&ICT Academy:
Prof Aparajita Ojha
Email: aojha@iiitdmj.ac.in
Prof. Vijay Kumar Gupta
Email: vkgupta@iiitdmj.ac.in
Prof. P.N. Kondekar
Email: pnkondekar@iiitdmj.ac.in
Dr. Atul Gupta
Email: atul@iiitdmj.ac.in
Dr. Prashant Kumar Jain
Email: pkjain@iiitdmj.ac.in
Website: ict.iiitdmj.ac.in
Contact us :
Prof. Aparajita Ojha : +919425800334
Electronics and ICT Academy
PDPM Indian Institute of Information Technology,
Design and Manufacturing, Jabalpur,
Dumna Airport Road, Jabalpur 482005
Email: mkbajpai@gmail.com
Website: ict.iiitdmj.ac.in