How to Deploy Your Machine Learning Project

A high-level view of three ways to get your model into production

Paul Simpson
Towards Data Science
9 min readMar 18, 2022

--

The Need — Machine Learning Model Deployment:

With any machine learning predictive analytics project, the results (predictions, forecasts, etc.) will not reach the intended audience unless a method is employed to deploy the machine learning model so that it can “score” new records, either right as they come along or by batches. I have heard it said that up to 99% of machine learning projects…

--

--

Paul is a data scientist, web developer, musician/songwriter, and adjunct professor of master’s Data Analytics courses. linkedin.com/in/paulsimpson4datascience/