Docker Archives - ML in Production

Using Docker to Generate Machine Learning Predictions in Real Time

Figure 1. A REST API serves as the communication layer between a machine learning model and incoming data. Introduction In Part III of our Docker for Machine Learning series, we learned how to use Docker to perform model training and… Read More

Docker for Machine Learning – Part III

This is Part III of the Docker for Machine Learning series. In Part II of the series we learned how to build custom Docker images and how to use volumes for persisting data in containers. Introduction In Part II of… Read More

Docker for Machine Learning – Part II

This is Part II of the Docker for Machine Learning series. In Part I of the series we learned how to run containers from prebuilt Docker Images. In this post you’ll learn how to build custom images by writing a… Read More

Docker for Machine Learning – Part I

Why is Docker useful? I will admit it, I cannot mention (or even think about) Docker without a large smile coming to my face. Ever since learning about Docker while working as a Data Engineer a few years ago, I’ve… Read More