Python Workshop with face detection, mesh & orientations with Hugging Face deployment
Prodramp
A full Face Analysis workshop in Python covers the following topic:
- Create full web app from scratch using Gradio UI in Python
- Processing Webcam input as Image and Video
- Create Face Orientation on Face (Image/Video/Webcam)
- Apply FaceDetect Algorithm
- Apply FaceMesh (Image and Video)
- Deploy full application to Hugging Face Space
GitHub Resources:
ā¬ā¬ā¬ā¬ā¬ā¬ ā° TUTORIAL TIME STAMPS ā° ā¬ā¬ā¬ā¬ā¬ā¬
- (00:00) Content Starts
- (00:14) What you will learn?
- (04:50) Why it is important?
- (07:30) Workshop Starts
- (09:50) Webcam as Source
- (15:10) Taking Photo
- (17:15) Taking Video
- (19:30) Google MediaPipe
- (22:30) Applying MediaPipe FaceMesh
- (26:04) Applying MediaPipe FaceDetect
- (28:25) Face Orientation Class
- (34:44) Face Orientation in Action
- (34:55) Applying FaceOrientation with Webcam Image
- (40:24) Applying FaceOrientation with Webcam Video
- (44:24) FaceOrientation with Webcam Video Ready
- (45:00) Code Review
- (46:05) Create Requirements.txt
- (46:20) Source Code at GitHub
- (46:50) Hugging Face Spaces Deployment
- (49:15) Demo at Hugging Face Space
Connect
- Prodramp By Avkash (@prodramp)
- Website - https://prodramp.com
- LinkedIn - https://www.linkedin.com/company/prodramp
- GitHub- https://github.com/prodramp/
- AngelList - https://angel.co/company/prodramp
- Facebook - https://www.facebook.com/Prodramp
Content Creator: Avkash Chauhan (@avkashchauhan)
Tags: #python #opencv #deeplearning #huggingface #prodramp #avkashchauhan ... https://www.youtube.com/watch?v=qM-Fioak9XM
2022-11-23
0.0 LBC
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