Question

Explain in detail how is Machine Learning part of face mask detection?

Answer 1

Machine Learning:

Machine learning was defined in 90,s by the Arthur Samuel  ​. Machine Learning is a application of artificial intelligence which provides the system to automatically learn and improve from experience without being explicitly programmed.It focuses on the development of computer program which can access data and use it learn themselves.

Face mask detection:

Face mask detection is a AI based technology that analyzes a video stream to recognize and detecting face mask worn by an individual person or crowd of people.Now protection against the Corona virus this technology is widely using for checking the mask is wearing or not.

How is machine learning part of face mask detection:

The artificial intelligence based on machine learning and deep learning can help to fight covid 19 in many ways ie it is in the face mask detection. The face mask detection contains a hybrid deep transfer learning model with classical machine learning and deep learning.The proposed model consist of 2 components:

1.it is designed for feature extraction using Resnet50.

2.it is designed for classification process of face mask using decision trees,support vector machine (SVM) and ensemble algorithm.

We have used the deep transfer learning for feature extraction and combined it with 3 classical machine learning algorithms.