Deep Learning for Computer Vision by NPTEL
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- Public/Government Institute
Deep Learning for Computer Vision by NPTEL at NPTEL Overview
Deep Learning for Computer Vision by NPTEL
at NPTEL
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  |
Credential | Certificate |
Deep Learning for Computer Vision by NPTEL
Table of content
- Overview
- Highlights
- Course Details
- Curriculum
Deep Learning for Computer Vision by NPTEL at NPTEL Highlights
Deep Learning for Computer Vision by NPTEL
at NPTEL
- 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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Deep Learning for Computer Vision by NPTEL at NPTEL Course details
Deep Learning for Computer Vision by NPTEL
at NPTEL
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.
Deep Learning for Computer Vision by NPTEL at NPTEL Curriculum
Deep Learning for Computer Vision by NPTEL
at NPTEL
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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