Skip to content
Stephen Allwright
  • Metrics
  • - Metric choice
  • - Metric values
  • - Metric calculators
  • Pandas
  • - Datetime features
  • Snowflake
  • - Snowflake in Python
  • Python
  • - Environment errors
  • Azure
  • Newsletter
  • Log in
  • Subscribe
  • Latest
  • Azure
  • Calculator
  • Industry
  • Metrics
  • Pandas
  • Python
  • Snowfake in Python
  • Snowflake

Understanding metric values

These articles will help you answer the eternal question, is this metric good or not?

Regression metrics

What is a good value?

What is a good MSE value?
What is a good RMSE value?
What is a good MAE score?
What is a good R-Squared value?
What is a good MAPE score?
How to calculate MAPE with zero values
What is MDAPE and how do I calculate it in Python?
Can percent error be negative?

Interpreting values

How to interpret MAPE
How to interpret R Squared
How to interpret RMSE
How to interpret MSE
How to interpret MAE

Classification metrics

What is a good value?

What is a good F1 score?
What is a good AUC score?
What is a good accuracy score in machine learning?
Balanced accuracy for machine learning

Interpreting values

How to interpret F1 score
How to interpret AUC score


Fit Predict Newsletter

The simple weekly roundup of all the latest news, tools, packages, and use cases from the world of Data Science 📥

Want to have a read before you subscribe? See the archive here

Please check your inbox and click the link to confirm your subscription.
Please enter a valid email address!
An error occurred, please try again later.

Read the latest issue of Fit Predict

Fit Predict #5: Pubs are the conference centres of the future

31 Jan 2023

Important bits

  • 🙋 About me
  • 🔒 Privacy policy

Social links

    🐦 Twitter 👔 LinkedIn
© 2023 Stephen Allwright - Published with Ghost & Krabi
↑