Overview
Syllabus
- Start
- Explainer
- Tutorial Start
- Whiteboard
- Setup App Folder
- Install Kivy
- Setup Validation Folder
- Create Custom Layer module
- Bring over h5 model
- Create faceid.py
- Import Dependencies
- Import Other Dependencies
- Build App Layout
- Build Update Function
- Migrate preprocessing Function
- Migrate verification Function
- Setup Webcam Saving
- Load Tensorflow Model
- Link Verification button to Function
- Testing the App
- Tuning the Verification and Detection Metrics
- Debugging Weird Detection Performance
- Performance Tuning
- Data Augmentation
- Adding more images to Dataset
- Bump up Shuffle buffer_size
- Evaluate on Whole Test Dataset
- Testing the Final Model
Taught by
Nicholas Renotte