This is an entire bootcamp about deep studying for laptop imaginative and prescient with Tensorflow 2.
By the top of the bootcamp, you’d have discovered beneficial expertise on how you can :
. Solve laptop imaginative and prescient issues utilizing deep studying
. Leverage the facility of Tensorflow 2 and Google Cloud Platform
. Train and consider deep studying fashions for compute imaginative and prescient
. Train and deploy picture classification deep studying fashions
. Train and consider object detection deep studying fashions
. Train picture segmenation deep studying fashions
. Work with YOLO, Faster RCNN, SSD and Mask RCNN
. Do the coaching in your native machine and on the cloud
You will likely be including 3 deep studying tasks to your AI portfolio:
1 – you may practice a deep studying mannequin for picture classification. Your mannequin will classify 11 several types of meals and dishes. You will then deploy your mannequin as a web app utilizing Google Cloud Run and Flask.
2 – you’ll practice and consider a number of deep studying fashions for object detection corresponding to : Faster RCNN, SSD and YOLOv3. You will practice these fashions to detect whether or not individuals are sporting masks or not.
3 – you’ll practice a picture segmentation mannequin. This mannequin known as Mask RCNN and it is an occasion segmentation mannequin. You will practice this mannequin to carry out segmentation of various components of a automobile.
