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Deep Learning for Computer Vision by NPTEL 

  • Offered byNPTEL

Deep Learning for Computer Vision by NPTEL
 at 
NPTEL 
Overview

Offered by Indian Institute of Technology Hyderabad 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 for Computer Vision by NPTEL
 at 
NPTEL 
Highlights

  • Offered by IIT Hyderabad
  • 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. Vineeth N Balasubramanian (IIT Hyderabad alumni)
  • Enroll for free
  • Pay for Certification Examination
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Details Icon

Deep Learning for Computer Vision by NPTEL
 at 
NPTEL 
Course details

Skills you will learn
More about this course
  • The automatic analysis and understanding of images and videos, a field called Computer Vision, occupies significant importance in applications including security, healthcare, entertainment, mobility, etc. The recent success of deep learning methods has revolutionized the field of computer vision, making new developments increasingly closer to deployment that benefits end users. This course will introduce the students to traditional computer vision topics, before presenting deep learning methods for computer vision. The course will cover basics as well as recent advancements in these areas, which will help the student learn the basics as well as become proficient in applying these methods to real-world applications. The course assumes that the student has already completed a full course in machine learning, as well as a full course in deep learning, and will build on these topics focusing on computer vision.
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Deep Learning for Computer Vision by NPTEL
 at 
NPTEL 
Curriculum

Week 1: Introduction and Overview

Week 2:Visual Features and Representations

Week 3:Visual Matching

Week 4:Deep Learning Review

Week 5:Convolutional Neural Networks (CNNs)

Week 6:Visualization and Understanding CNNs

Week 7:CNNs for Recognition, Verification, Detection, Segmentation

Week 8:Recurrent Neural Networks (RNNs)

Week 9:Attention Models

Week 10:Deep Generative Models

Week 11:Variants and Applications of Generative Models in Vision

Week 12: Recent Trends

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Deep Learning for Computer Vision by NPTEL
 at 
NPTEL 

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