Let us say, you have an ecommerce application and/or a big data application (such as Apache Spark) running on Kubernetes platform (an open-source container orchestration system for automating deployment, scaling, and management of containerized applications). Now, you have a need to serve a pre-trained Machine Learning model, in the existing Kubernetes infrastructure using your established DevOps practices. This solution guide explores an opinionated approach to serve a machine learning (ML) model on this Kubernetes infrastructure using your established DevOps practices. The guide covers the following topics:

  • Develop a web application and an Apache Spark application and test them in a…


Propensity to purchase use case is widely applicable across many industry verticals such as Retail, Finance and more. In this article, we will show you how to build an end to end solution using BigQuery ML and Kubeflow Pipelines (KFP, an Machine Learning Operations (MLOps) workflow tool) using a Google Analytics dataset to determine which customers have the propensity to purchase. You could use the solution to reach out to your targeted customers in an offline campaign via email or postal channels. …

Damodar Panigrahi

I work in Google Cloud. I help our customers to build solutions on Google Cloud.

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