Python Workshop with Face Detection, Mesh & Orientations with Hugging Face Deployment
Offered By: Prodramp via YouTube
Course Description
Overview
Dive into a comprehensive Python workshop that guides you through creating a full-fledged face analysis web application using Gradio UI. Learn to process webcam input as image and video, implement face orientation detection, apply face detection algorithms, and create face mesh for both images and video. Master the deployment process by publishing your application to Hugging Face Space. Gain hands-on experience with Google MediaPipe, OpenCV, and deep learning techniques while building a practical, real-world application. Follow along with detailed time stamps, access GitHub resources, and connect with the instructor for further learning opportunities.
Syllabus
- Content Starts
- What you will learn?
- Why it is important?
- Workshop Starts
- Webcam as Source
- Taking Photo
- Taking Video
- Google MediaPipe
- Applying MediaPipe FaceMesh
- Applying MediaPipe FaceDetect
- Face Orientation Class
- Face Orientation in Action
- Applying FaceOrientation with Webcam Image
- Applying FaceOrientation with Webcam Video
- FaceOrientation with Webcam Video Ready
- Code Review
- Create Requirements.txt
- Source Code at GitHub
- Hugging Face Spaces Deployment
- Demo at Hugging Face Space
Taught by
Prodramp
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