# Marker vs scikit-learn — Fit & Features

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

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

## Compare fit, features, and limitations

### Marker
Convert documents into Markdown and structured text with an open-source pipeline.
Best fit: Data and operations teams extracting or analyzing information.
- PDF conversion
- Text extraction
- Layout handling
Before you choose: Test accuracy on your own data and document layouts. Review sensitive-data handling and validate extracted or predicted results.
Pricing: https://github.com/pricing
- [Read Marker profile](https://trutool.co/tools/marker): Read Marker 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