Deploy Your Predictive Model To Production
Last Updated on September 30, 2016
5 Best Practices For Operationalizing Machine Learning.
Not all predictive models are at Google-scale.
Sometimes you develop a small predictive model that you want to put in your software.
I recently received this reader question:
Actually, there is a part that is missing in my knowledge about machine learning. All tutorials give you the steps up until you build your machine learning model. How could you use this model?
In this post, we look at some best practices to ease the transition of your model into production and ensure that you get the most out of it.
I Have a Model. Now What?
So you have been through a systematic process and created a reliable and accurate model that can make predictions for your problem.
You want to use this model somehow.
- Maybe you want to create a standalone program that can make ad hoc predictions.
- Maybe you
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