# KNIME vs scikit-learn — Fit & Features

Canonical: https://trutool.co/compare/knime-vs-scikit-learn
Author: Snehil (https://trutool.co/authors/snehil)

Compare KNIME and scikit-learn by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### KNIME
Build visual data workflows for analytics and machine learning.
Best fit: Data and operations teams extracting or analyzing information.
- Visual workflows
- Data preparation
- Machine learning
Before you choose: Test accuracy on your own data and document layouts. Review sensitive-data handling and validate extracted or predicted results.
Pricing: https://www.knime.com
- [Read KNIME profile](https://trutool.co/tools/knime): Read KNIME profile

### scikit-learn
Train and evaluate classical machine learning models in Python.
Best fit: Data and operations teams extracting or analyzing information.
- Classification
- Regression
- Model evaluation
Before you choose: Test accuracy on your own data and document layouts. Review sensitive-data handling and validate extracted or predicted results.
Pricing: https://scikit-learn.org/stable/
- [Read scikit-learn profile](https://trutool.co/tools/scikit-learn): Read scikit-learn profile