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Look inside
Face detection has numerous applications across software and is an essential part of the pipeline for detecting deepfake videos. In this liveProject, you’ll implement a component that detects faces in videos, and normalizes them to the same size and visual appearance. This component is a vital foundation for a deepfake detection system.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
book resources
When you start your liveProject, you get full access to the following books for 90 days.
prerequisites
This liveProject is for developers who know Python, the basics of machine learning, and the basics of processing image data. To begin this liveProject, you will need to be familiar with:TOOLS
- Basics of Jupyter Notebook
- Basics of OpenCV
- Basics of scikit-learn
- Basics of Matplotlib
- Basics of scikit-image
- Basic signal and image processing
- Basic image feature and metrics computation
- Basic understanding of how classification systems are evaluated
- Basic understanding of classification with linear support vector machine
you will learn
In this liveProject, you’ll learn techniques and tools for image processing and face detection. These skills are easily transferable to common computer vision challenges you’ll face in industry.- Read and process videos frame by frame
- Detect and crop faces
- Normalize and scale faces
- Align faces according eyes location
features
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- Get Help
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- Compare with others
- For each step, compare your deliverable to the solutions by the author and other participants.
- book resources
- Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
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Detect Faces in Videos project for free
Detect Faces in Videos project for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
![]()
Detect Faces in Videos project for free
