Example: Microservice Lacking Tests
Understand how to build and test a simple machine learning web service called RODE that detects rotated objects in images. Learn to verify outputs and interface components to enhance the reliability of your ML pipeline.
We'll cover the following...
We'll cover the following...
Overview of RODE
Before practicing with tests, let’s imagine we build a simple ML-based web service, RODE (Rotated Object Detector). It takes some image as input, detects an object (its coordinates and angle because the object may be rotated), crops the object, rotates it back, and ...