Neptune blog

In-Depth Articles for Machine Learning Practitioners

Explainable and Reproducible Machine Learning Model Development with DALEX and Neptune

Machine learning model development is hard, especially in the real world. Typically, you need to: understand the business problem, gather the data, […]

Tabular Data Binary Classification: All Tips and Tricks from 5 Kaggle Competitions

In this article, I will discuss some great tips and tricks to improve the performance of your structured data binary classification model. […]

Random Forest Regression: When Does It Fail and Why?

In this article, we’ll look at a major problem with using Random Forest for Regression which is extrapolation. We’ll cover the following […]

Understanding LightGBM Parameters (and How to Tune Them)

I’ve been using lightGBM for a while now. It’s been my go-to algorithm for most tabular data problems. The list of awesome […]