Build a Deep Face Detection Model with Python and Tensorflow | Full Course

Published: 05 May 2022
on channel: Nicholas Renotte

236,844

5.1k

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

Watch video Build a Deep Face Detection Model with Python and Tensorflow | Full Course online without registration, duration hours minute second in high quality. This video was added by user Nicholas Renotte 05 May 2022, don't forget to share it with your friends and acquaintances, it has been viewed on our site 236,844 once and liked it 5.1 thousand people.