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Implement Image Recognition with a Convolutional Neural Network

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Duration

1h 30m

level

Intermediate

Course Creator

Pratheerth Padman

Last Updated

08-Apr-22

Image recognition is used in a wide variety of ways in our daily lives. This course will teach you how to tune and implement convolutional neural networks in order to implement image recognition and classification on a business case.

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Image recognition has an extensive and important impact on our daily lives. From unlocking phones using facial recognition to detecting anomalies in chest-x rays, it is everywhere. In this course, Implement Image Recognition with a Convolutional Neural Network, you’ll understand how to implement image recognition and classification on your very own dataset. First, you’ll be introduced to the problem and dataset. Then, you’ll learn how to explore and prepare the dataset for the next step. Next, you’ll see how to build, train, and test a neural network on the dataset. Finally, you’ll explore how image augmentation and transfer learning help to lift the performance metrics involved in your solution. When you’re finished with this course, you’ll have the knowledge required to implement image recognition on any dataset of your choice.
Author Name: Pratheerth Padman
Author Description:
Pratheerth is a Data Scientist who has entered the field after an eclectic mix of educational and work experiences. He has a Bachelor’s in Engineering in Mechatronics from India, Masters in Engineering Management from Australia and then a couple of years of work experience as a Production Engineer in the Middle East. Then when the A.I bug bit him, he dropped everything to dedicate his life to the field. He is currently working on mentoring, course creation and freelancing as a Data Scientist.

Table of Contents

  • Course Overview
    2mins
  • Exploring and Preparing a Dataset for Image Recognition
    24mins
  • Training a Convolutional Neural Network to Classify Images
    27mins
  • Improving Performance of the Convolutional Neural Network
    37mins

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Implement Image Recognition with a Convolutional Neural Network
Implement Image Recognition with a Convolutional Neural Network
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