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Introduction to Deep Learning for Computer Vision

Created by Stanford and IIT alumni with work experience in Google and Microsoft, this Deep Learning tutorial teaches Artificial Neural Networks, Handwriting Recognition, and Computer Vision.

01h:50m
Lifetime access
17 learners
Introduction to the Course

Deep Learning is an area of Machine Learning that plays a key role in artificial intelligence. It deals with multiple levels of abstraction and representation that help machines make sense of images, text, and sounds. This online Deep Learning tutorial will help you understand the role played by Computer Vision in Deep Learning, specifically handwriting recognition. Deep Learning Networks provide striking solutions to handwritten digit recognition problems and numerous other computer vision problems.

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Course Objectives

What will you gain from this Deep Learning tutorial?

  • An understanding about what artificial neural networks are
  • The ability to design and apply digit recognition a simple computer vision use-case
  • Interpret the underlying theory of Deep Learning and Computer Vision
  • Solid foundation in theoretical knowledge that you will require to master more complex topics in Machine Learning

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Prerequisites and Target Audience

You will find it easier to understand this course if you have knowledge of under-graduate level Mathematics, however, it is not a requirement. You will require working knowledge of Python if you want to run the source code that is given.

Course Plan
Certificate of completion

1. Introduction
1 video
Introduction to the course 01:14
2. Artificial Neural Networks
1 video
3. A Taste of Deep Learning and Computer Vision
3 videos
Perceptron Revisited 16:00

Deep Learning Networks Introduced 17:01
4. Code Along
4 videos
Installing Python 09:00

Code Along - Handwritten Digit Recognition -I 14:30

Code Along - Handwritten Digit Recognition - II 17:36

Code Along - Handwritten Digit Recognition - III 06:01

Meet the Author


Loonycorn
4 Alumni of Stanford, IIM-A, IITs and Google, Microsoft, Flipkart

Loonycorn is a team of 4 people who graduated from reputed top universities. Janani Ravi, Vitthal Srinivasan, Swetha Kolalapudi and Navdeep Singh have spent years (decades, actually) working in the Tech sector across the world.

  • Janani: Graduated from Stanford and has worked for 7 years at Google (New York, Singapore). She also worked at Flipkart and Microsoft.
  • Vitthal: Studied at Stanford; worked at Google (Singapore), Flipkart, Credit Suisse, and INSEAD.
  • Swetha: An IIM Ahmedabad and IIT Madras alumnus having experience of working in Flipkart.
  • Navdeep: An IIT Guwahati alumnus and Longtime Flipkart employee.
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    Ratings and Reviews     4.5/5

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