Week 1:
Understand convolutional neural networks (CNNs) Recognize dogs and cats Exercise 1
Week 2:
CNNs: improve your image classifier (dogs vs cats) Data augmentation Hyperparameter tuning TensorBoard Exercise 2
Week 3:
Object recognition: ResNets from scratch Transfer learning Google Colab Exercise 3
Week 4:
Object detection: single shot multiple detector (SSD) Transfer learning AWS setup Exercise 4
Week 5:
DarkNet architecture - Yolov3 Generative Adversarial Networks (GANs) Exercise 5
Week 6:
CycleGANs Data ethics Style transfer Exercise 6
Week 7:
Super resolution Segmentation with Unets Exercise 7
Week 8:
Tensorflow serving Face Detection and Recognition Face Detection (Dlib) Face Recognition (FaceNet) Detecting and recognising faces from a single image Detecting and recognition faces from your webcam/camera Exercise 8