One Week Short Course/FDP
on
Deep Learning and its Applications

(20th August-24th August, 2019)

Recognized by AICTE at par with QIP for recognition/credits

Venue: Indian Institute of Technology Roorkee

Certificates to participants by E&ICT Academy IIT Roorkee


Last Date for Registration: July 31st, 2019


Eligibility: Faculty/PhD/Research Scholars of engineering/technical institutions and persons from Govt. departments/labs and industry.


Experts from Academia/Industry: Dr. R. Balasubramanian (IIT Roorkee), Dr. Partha Pratim Roy (IIT Roorkee), Dr. Biplab Banerjee (IIT Bombay) Dr. Anupama Ray (IBM Bangalore), Dr. Ritu Garg (INTEL Bangalore)

Principal Investigator (E&ICT Academy IIT Roorkee): Dr. Sanjeev Manhas

Why Deep Learning ?

Deep learning is a method of data analysis that automates analytical model building. Deep learning techniques are becoming ever necessary due to various factors like growing volumes and varieties of available data, computational processing that is cheaper and more powerful, and affordable data storage. Deep learning methods build quick and automatically producing models that can analyze bigger, more complex data and deliver faster, more accurate results on a very large scale. This analysis process further facilitates organizations in identifying profitable opportunities and avoiding unknown risks.


Objective of the Course

  • Introduction of deep learning and it's real-life applications.
  • Understanding of shallow and deep architecture.
  • Understanding of neural network and sequential modeling.
  • Benefits and Outcomes of the Course

  • The program would help the participants to understand the key concepts behind deep learning.
  • Participants would be able to learn how to build deep learning that is adaptable to any environment in real life.
  • Hands-on experience in Hyper parameter tuning and regularization practice, Minibatch gradient descent, Autoencoders,Convolution Neural Network application using Tensorflow and Keras.

  • Course Program

  • The program is split into lectures and labs/hands-on sessions.
  • Hands-on experience on basic and advanced-level topics.
  • Interaction & learning with experts from academia & industry.
  • Certificates to participants by E&ICT Academy IIT Roorkee.
  • Recognized by AICTE at par with QIP for recognition/credits.
  • E&ICT IITR learning material can be used while teaching presentation and projects.

  • Course Content:
  • Introduction to Deep Learning and Artificial Neural Networks (ANNs), Perceptrons, Multilayer perceptron.
  • Regularization, Hyperparameter Tuning and Autoencoders.
  • Convolutional Networks-Basic architecture of a CNN, Variants of the Basic Convolution Model, Evolution of CNN Architectures - AlexNet, ResNet and other architectures.
  • Sequence Modeling-Recurrent and Recursive Nets - Unfolding Computational Graphs, Recurrent Neural Networks, The Long Short- Term Memory and Other Gated RNNs.
  • Applications of Deep Learning.
  • Important Details

    Last Date for Registration:
    July 31st, 2019
    Seats
    60 seats on first-cum-first-serve basis
    Duration
    5 days, 40 hours
    Food and Accommodation
    Free of cost inside the IITR campus. No travel allowance will be provided.
    Registration Fee
    Faculty Members: Rs. 1,000/-
    Research scholars: Rs. 1,000/-
    Persons from Industry: Rs. 1,500/-
    Payment mode (Read the instruction for payment)
    Offline: Demand draft drawn in favour of "Dean SRIC IIT Roorkee" payable at Roorkee
    Online: Click on the link (https://www.onlinesbi.com/prelogin/icollecthome.htm?corpID=365641)
    How to Apply
    You can apply online by click here to fill-up the application form OR you can download offline form and email scanned copy to eict@iitr.ac.in
    Contact Details
    Dr. Sanjeev Manhas (P.I., E&ICT Academy, ECE Dept, IITR)
    Dr. Partha Pratim Roy (Local Coordinator, E&ICT Academy, CSE Dept, IITR)
    Dr. Balasubramanian (Local Coordinator, E&ICT Academy, CSE Dept, IITR)
    eict@iitr.ac.in, eictiitr@gmail.com
    Tel: +91-7078627392, +91-1332-28 6457

    A hard copy of the application form along with Demand Draft must reach to the following address: Mr. Prateek Sharma, EICT Academy, ECE Department, IIT Roorkee, Uttarakhand 247667.


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