Muhammad Ali Ghias
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Face Mask Detector

Deep learning project that detects whether a person in an image is wearing a face mask, classifying images into with_mask and without_mask.

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The Challenge

Automated detection was needed to classify mask usage from images.

Objectives

1

Train a mask classification model

2

Distinguish with_mask vs without_mask

3

Demonstrate deep learning workflow

Technical Architecture

TensorFlow
Keras
Python
Jupyter

Modern • Scalable • Secure • Performant

Challenges & Solutions

Challenge

Image classification accuracy

Solution

Built with TensorFlow and Keras

Challenge

Preparing training and inference pipelines

Solution

Classified images into two mask categories

Results & Impact

metric1

Deep learning classifier

metric2

Two-class detection

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TensorFlow + Keras

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Pinned on GitHub

Project Stats

Results

Deep learning classifier

Performance

Two-class detection

Impact

TensorFlow + Keras

Achievement

Pinned on GitHub

Tech Stack

TensorFlow
Keras
Python
Jupyter

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