Build a Deep Face Detection Model with Python and Tensorflow | Full Course
Learn how to build a face detection model using an Object Detection architecture using Tensorflow and Python!
Get the code here: https://github.com/nicknochnack/FaceD...
Links
https://github.com/wkentaro/labelme
https://albumentations.ai/docs/gettin...
https://www.tensorflow.org/api_docs/p...
Chapters
0:00 - START
0:38 - Explainer
1:38 - PART 1 - COLLECt IMAGES & ANNOTATE
2:22 - Breakdown Board
8:51 - Setting up and Getting Data
32:47 - PART 2 - PARTITION & AUGMENT DATA
34:11 - Review dataset and build Image Loading Function
45:32 - Partition Unaugmented Data
53:08 - Apply Image Augmentation on Images and Labels
1:07:10 - Build and Run Augmentation Pipeline
1:15:10 - Prepare Labels
1:19:04 - Combine Label and Image Samples
1:24:57 - PART 3 - BUILD & TRAIN THE DEEP LEARNING MODEL
1:26:09 - Build a Deep Learning Model using the Functional API
1:41:20 - Defining a Custom Loss Function & Optimizer
1:45:51 - Train a Neural Network
2:03:25 - PART 4 - TEST AND PERFORM REAL TIME DETECTIONS
2:18:28 - Final Results
2:25:42 - Ending
Oh, and don't forget to connect with me!
LinkedIn: https://bit.ly/324Epgo
Facebook: https://bit.ly/3mB1sZD
GitHub: https://bit.ly/3mDJllD
Patreon: https://bit.ly/2OCn3UW
Join the Discussion on Discord: https://bit.ly/3dQiZsV
Happy coding!
Nick
P.s. Let me know how you go and drop a comment if you need a hand!
#deeplearning #python
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