Real Time Machine Learning with Cloud Dataflow and Vertex AI GSP275

Overview In this lab you implement a real-time, streaming, machine learning (ML) pipeline that uses Cloud Dataflow and Vertex AI. Dataflow is a managed service for executing a wide variety of data processing patterns. Vertex AI is a unified ML platform used to build, deploy, and scale ML models with pre-trained and custom tooling within a unified artificial intelligence platform. The historical dataset this lab uses is from the US Bureau of Transport Statistics website and provides historic information about internal flights in the United States. This lab uses a set of code samples and scripts developed for the Data Science on Google Cloud Platform, 2nd Edition from O'Reilly Media, Inc. Objectives - Configure and execute a real time flight event simulation in Python - Configure and deploy a streaming Google Cloud Dataflow job to provide real-time flight delay predictions #gcp #googlecloud #qwiklabs #learntoearn