Building the complete Custom Vision solution
In this chapter, we use Cognitive Services to train a predictive model and deploy the model to a web endpoint to classify new images as they arrive. The following diagram provides an overview of how the tail images are processed and tested against our model to determine whether they are good or bad, as well as how we can frequently update the model to handle new examples:
Figure 10.14 – Process flow of tail image classification testing against machine learning model
To support this process, we create the following:
- The cognitive services and custom vision workspace.
- A storage account where new images and results will be stored and a storage table will be used to communicate results to the frontend web application.
- A function app that contains functions to do the following:
- Classify new images as they arrive. It is important to note that we were able to utilize the model trained for the...
