Image by LTD EHU from Pixabay

Imbalanced data is a common problem in machine learning, which brings challenges to feature correlation, class separation and evaluation, and results in poor model performance. In this article, we will introduce:

  • Imbalanced data in practice
  • Three challenges with imbalanced data
  • Top 6 data sampling techniques
  • Sampling techniques comparison
  • Python code…

Scaling AI means 4S: Scale, Speed, Scope and Sustainability.

This Earth Day, we spotlight on Green AI.

Scaling AI requires energy-efficient models to minimise ⚡️computing cost and 🌳environmental cost. EvoML automatically optimises AI models at code level to achieve optimal Energy Efficiency, without compromising accuracy or other business metrics.



Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store