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Coursera

Mask Detector with Python & TensorFlow: Build & Deploy

EDUCBA via Coursera

Overview

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Build a real-world mask detection application with Python, OpenCV, TensorFlow, and AWS. In this hands-on, project-based course, you’ll learn the complete computer vision workflow, beginning with reading, writing, resizing, cropping, and annotating images. You’ll then use Haar Cascade classifiers to analyze facial features and develop the TensorFlow foundations needed for deep learning. As you progress, you’ll build and train a Convolutional Neural Network with MobileNetV2 to classify masked and unmasked faces. You’ll also design an interactive front-end interface, add file-upload functionality, and integrate your trained model into a working mask detection app. Finally, you’ll deploy, test, and validate the application on AWS for scalable, real-world use. Designed for aspiring data scientists, AI enthusiasts, and developers, this course takes you beyond theory through an end-to-end AI application project. Its concept-to-cloud approach connects image preprocessing, face detection, deep learning model training, app development, and cloud deployment in one practical learning experience. Enroll to strengthen your computer vision and TensorFlow skills while creating a deployable project for your portfolio.

Syllabus

  • Foundations of Computer Vision and Face Detection
    • This module introduces learners to the fundamentals of image processing, manipulation, and face detection using Python and OpenCV. By completing this module, learners will gain hands-on experience in reading, writing, resizing, and annotating images, while building the essential skills required to prepare for deep learning-based mask detection.
  • Building and Deploying the Mask Detector
    • This module guides learners through the complete process of building, testing, and deploying a deep learning-based mask detector. From model training with TensorFlow to app development and cloud deployment on AWS, learners will gain practical skills to create and launch a real-world AI application.

Taught by

EDUCBA

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