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Mask Detector with Python & TensorFlow: Build & Deploy · LearnSpace
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Mask Detector with Python & TensorFlow: Build & Deploy

Курс от EDUCBA
Уровень не указан≈ 5.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

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.

Навыки, которые вы освоите

Application DevelopmentTensorflowModel DeploymentDeep LearningComputer VisionConvolutional Neural NetworksModel TrainingArtificial Intelligence and Machine Learning (AI/ML)Interactive DesignAmazon Web ServicesCloud DeploymentData PreprocessingImage AnalysisApplication DesignPython Programming

Программа курса

2 модулей · 29 учебных материалов

01Foundations of Computer Vision and Face Detection15 материалов

Getting Started with Images

Introduction to CourseВидеоGetting System Ready ВидеоRead and Write ImagesВидеоGetting Started with ImagesЗадание

Image Manipulation Basics

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EDUCBA

Преподаватель курса

Mask Detector with Python & TensorFlow: Build & Deploy
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 5.6 ч

2 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Венгерский

Часть программы вашего университета
Resize and CropВидео
Working with ShapesВидео
Working with TextВидео
Image Manipulation BasicsЗадание

Preparing for Face Detection

Pre-Requisite for Face DetectionВидеоDetect the FaceВидеоIntroduction to Deep Learning with TensorflowВидеоPreparing for Face DetectionЗаданиеBuilding the Vision Pipeline: From Pixels to Face DetectionDIALOGUEGraded - Foundations of Computer Vision and Face DetectionЗаданиеBuilding the Foundation: Image Processing and Face Detection for Mask DetectionDIALOGUE
02Building and Deploying the Mask Detector14 материалов

Model Creation and Training

Model BuildingВидеоTraining the Mask DetectorВидеоSaving the Best ModelВидеоModel Creation and TrainingЗадание

App Development Essentials

Basic Front End Design of AppВидеоFile Upload Interface for AppВидеоApp PrepВидеоApp Development EssentialsЗадание

Deployment and Beyond

App Build and TestingВидеоAWS DeploymentВидеоAWS Deployment ContinuedВидеоDeployment and BeyondЗаданиеGraded - Building and Deploying the Mask DetectorЗаданиеDeploying an End-to-End COVID-19 Face Mask Detection SystemDIALOGUE