A tutorial on how to build an experiment in Comet with Shap Values plots — Sometimes when you build a Machine Learning model, the results produced differ from those expected, despite having appropriately taken all the necessary precautions (feature selection, model optimization, and so on). In these cases, you move on to the troubleshooting phase, where, in addition to…

A step-by-step tutorial on how to build a Docker image with a Comet experiment and how to run it in a Docker container — Using Comet to track your experiments can improve your performance as a Data Scientist because Comet helps you to organize your code, compare your implemented models, and select the best model. Once you have selected the best model, you can build a prediction service, which you can then send to…

A step-by-step tutorial on how to build a Web application, combining the Streamlit Python library and Versatile Data Kit. — In the last few months, I have contributed to a very interesting project, called Versatile Data Kit (VDK). VDK is a very powerful framework for ingesting inside a database data of different formats, including CSV files, JSON objects, and even data provided by REST API services.

An overview of the Comet REST API with a practical example — Comet is an experimentation platform that allows you to track, monitor, and compare your Machine Learning experiments. You can write your code in your preferred language, and then compare the results of your experiments in the Comet interface. …

A step-by-step tutorial on how to build very appealing panels in Comet using D3.js — Comet is an experimentation platform for monitoring and tracking your Machine Learning experiments. You can also use Comet to build your reports, that show your experiments to your teammates or your clients. …