Don't get caught spending hours fixing your model at the last minute. In this video, learn how to plan for deployment from the onset of the project.
- You've put in all the work pre-processing your data, … performed feature engineering, … you've selected, evaluated, and tuned your model, … and your customers love the work. … Now you're asking yourself, … how exactly do I deploy this model? … A word to the wise. … Don't assume that your model deployment will be a breeze. … Depending on your use case, … the deployment could be complicated, … and you might find the work you did … doesn't really translate to a production environment. … So here's what I want you to do … to make sure your deployments go as smoothly as possible. … Start with the end in mind. … I encourage you to plan deployment strategy from day one. … At the very beginning of your project, … think about deployment. … This will help illuminate the limitations … you'll need to consider when you are creating your model. … For example, if you're planning for real-time predictions … in your deployment, … check to see if all the data you model on … will actually be available to generate predictions. …
This course was created by Madecraft. We are pleased to host this training in our library.