{"id":8540,"date":"2023-01-31T21:16:29","date_gmt":"2023-01-31T21:16:29","guid":{"rendered":"https:\/\/wealthrevelation.com\/data-science\/2023\/01\/31\/identifying-the-dance-form-image-classification-with-convolutional-neural-network\/"},"modified":"2023-01-31T21:16:29","modified_gmt":"2023-01-31T21:16:29","slug":"identifying-the-dance-form-image-classification-with-convolutional-neural-network","status":"publish","type":"post","link":"https:\/\/wealthrevelation.com\/data-science\/2023\/01\/31\/identifying-the-dance-form-image-classification-with-convolutional-neural-network\/","title":{"rendered":"Identifying the Dance Form, Image Classification With Convolutional Neural Network"},"content":{"rendered":"
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Identifying the dance form with convolutional Neural Network<\/p>\n<\/div>\n

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Today we are going to learn something crazy, by using deep learning techniques<\/a>. We are going to build an Image classification model with a convolutional neural network or CNN.<\/p>\n

Which can classify the given dance<\/strong> form image to the specific dance category.<\/p>\n

The popularity of deep learning techniques usage increased predominantly over the years due to the significant cost reduction in storing and computing resources. <\/p>\n

We can solve major chunks of problems, where machine learning models<\/strong><\/a> are not giving promising performance results.\u00a0<\/p>\n

The other reasons for deep learning usage is due to its flexibility and robustness<\/strong> in learning patterns in the data, which is hard for humans to learn or identify.\u00a0<\/p>\n

With growing training data, deep learning models<\/strong><\/a> learn more patterns, similarly like how the human brain learns with the amount of examples seen over the time.\u00a0<\/p>\n

Today let\u2019s see one such example of how the deep learning models learn the dance form patterns to identify the dance form given the input image. <\/p>\n

In a more technical term of saying Image classification with convolutional neural network<\/strong>.\u00a0<\/p>\n

Are you excited ?<\/p><\/blockquote>\n

We are too \"\ud83d\ude42\"\"\ud83d\ude42\"\"\ud83d\ude42\"\"\ud83d\ude42\"<\/p><\/blockquote>\n

Before jumping straight into the use case , let\u2019s have an eagle view on the table of contents.<\/p>\n<\/div>\n

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Identifying the Dance Form, Image Classification With Convolutional Neural Network #cnn #deeplearning #imageclassification<\/p>\n<\/p><\/div>\n

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What is Image Classification<\/h2>\n
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Today’s crazy use case will fall under the image classification category<\/strong><\/a>. If you are not sure about classification don\u2019t worry we all were there at the beginning. So we would suggest you look at the below articles.\u00a0<\/p>\n

Which helps you in solid foundation for understanding the classification concepts.\u00a0<\/p>\n

For now let\u2019s understand what we mean by Image classification.\u00a0<\/p>\n

Image Classification<\/strong> is most prominently used under Computer Vision techniques<\/a><\/strong>. It is a supervised learning algorithm<\/strong><\/a> which is able to classify the images into its respective classes or categories.\u00a0<\/p>\n

To train the Image classification model we need an image dataset and its target labels<\/strong>. This is known as the training dataset<\/strong> most important or critical part in image classification model building.\u00a0<\/p>\n

We can solve various real world problems using Image classification techniques. It is involved in various applications, which includes Face Recognition<\/a> <\/strong>, Gender Classification etc.<\/p>\n

Just to understand the depth of image classification technique, let\u2019s see a few more real world examples.<\/p>\n

Image Classification Applications<\/h2>\n

As mentioned before the Image classification has various use cases \u00a0which are widely used in various domains.<\/p>\n<\/div>\n

\"Applications\"Applications\"Applications\"Applications<\/span><\/p>\n

Applications of Image classification<\/p>\n<\/div>\n

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Just to give you the idea, We are presenting you the domains where the image classification is heavily used. \u00a0<\/p>\n

Here you can see some of the sectors which are highly using Image Classification.<\/p>\n

HealthCare\u00a0<\/h3>\n

Health Care is one of the finest domains we need to consider. It has different types of applications which can be solved using the image classification models. It includes<\/p>\n