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Detect Face Masks With TensorFlow

During the COVID-19 crisis, we’ve highlighted practical applications that aid in our safety—this week, we’ll introduce some machine learning concepts into that pursuit! Face masks have become a mandatory feature in many segments of society and in this workshop, we’ll show you how to build a simple CNN (convolutional neural network) model to automatically detect whether someone is wearing one.

For this purpose, we’ll use TensorFlow (in combination with Keras). TensorFlow is a free open-source library developed by the Google team for data flow and symbolic math. Its prime application in practice has been neural network creation. In this session, we’ll be training and deploying our model to automatically process and classify visual input according to our criteria.

PREREQUISITES:

  • Knowledge of machine learning concepts and Python
  • We’ll be using Google Colab to write and execute our Python code
  • GitHub Repository

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