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IIT Kharagpur - Deep Learning by NPTEL 

  • Offered byNPTEL

Deep Learning by NPTEL
 at 
NPTEL 
Overview

Offered by Indian Institute of Technology Kharagpur and NPTEL

Duration

12 weeks

Total fee

Free

Mode of learning

Online

Difficulty level

Intermediate

Official Website

Explore Free Course External Link Icon

Credential

Certificate

Deep Learning by NPTEL
 at 
NPTEL 
Highlights

  • Offered by IIT Kharagpur
  • Final score comprises of 25% of average of best 8 assignments and 75% of the proctored certification exam score out of 100
  • Enrollments start from 20 July 2020
  • Course conducted by Prof. Prabir Kumar Biswas (IIT Kharagpur alumni)
  • Enroll for free
  • Pay for Certification Examination
Read more
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Deep Learning by NPTEL
 at 
NPTEL 
Course details

Skills you will learn
Who should do this course?
  • Electronics and Communication Engineering, Computer Science, Electrical Engineering
More about this course
  • The availability of huge volume of Image and Video data over the internet has made the problem of data analysis and interpretation a really challenging task. Deep Learning has proved itself to be a possible solution to such Computer Vision tasks. Not only in Computer Vision, Deep Learning techniques are also widely applied in Natural Language Processing tasks. In this course we will start with traditional Machine Learning approaches, e.g. Bayesian Classification, Multilayer Perceptron etc. and then move to modern Deep Learning architectures like Convolutional Neural Networks, Autoencoders etc. On completion of the course students will acquire the knowledge of applying Deep Learning techniques to solve various real life problems.

Deep Learning by NPTEL
 at 
NPTEL 
Curriculum

Week 1:

Introduction to Deep Learning, Bayesian Learning, Decision Surfaces

Week 2:

Linear Classifiers, Linear Machines with Hinge Loss

Week 3:

Optimization Techniques, Gradient Descent, Batch Optimization

Week 4:

Introduction to Neural Network, Multilayer Perceptron, Back Propagation Learning

Week 5:

Unsupervised Learning with Deep Network, Autoencoders

Week 6:

Convolutional Neural Network, Building blocks of CNN, Transfer Learning

Week 7:

Revisiting Gradient Descent, Momentum Optimizer, RMSProp, Adam

Week 8:

Effective training in Deep Net- early stopping, Dropout, Batch Normalization, Instance Normalization, Group Normalization

Week 9:

Recent Trends in Deep Learning Architectures, Residual Network, Skip Connection Network, Fully Connected CNN etc.

Week 10:

Classical Supervised Tasks with Deep Learning, Image Denoising, Semanticd Segmentation, Object Detection etc.

Week 11:

LSTM Networks

Week 12:

Generative Modeling with DL, Variational Autoencoder, Generative Adversarial Network Revisiting Gradient Descent, Momentum Optimizer, RMSProp, Adam

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Deep Learning by NPTEL
 at 
NPTEL 
Students Ratings & Reviews

5/5
Verified Icon3 Ratings
R
Rahul Tripathi
Deep Learning by NPTEL
5
Learning Experience: Excellent
Faculty: Excellent Yes
Course Support: Yes
Reviewed on 14 Aug 2022Read More
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R
Rahul Tripathi
Deep Learning by NPTEL
5
Learning Experience: Excellent
Faculty: Excellent Yes
Course Support: Yes
Reviewed on 14 Aug 2022Read More
Thumbs Up IconThumbs Down Icon
E
Ezil Sam Leni A
Deep Learning by NPTEL
5
Other: Obtained clarity on using Deep Learning algorithms for real time applications.
Reviewed on 11 Dec 2021Read More
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Deep Learning by NPTEL
 at 
NPTEL 

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