mlscorecheck VS MAPIE

Compare mlscorecheck vs MAPIE and see what are their differences.

mlscorecheck

Testing the consistency of binary classification performance scores reported in papers (by FalseNegativeLab)

MAPIE

A scikit-learn-compatible module for estimating prediction intervals. (by scikit-learn-contrib)
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mlscorecheck MAPIE
1 1
11 1,161
- 2.4%
9.3 9.7
about 2 months ago 10 days ago
Jupyter Notebook Jupyter Notebook
MIT License BSD 3-clause "New" or "Revised" License
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mlscorecheck

Posts with mentions or reviews of mlscorecheck. We have used some of these posts to build our list of alternatives and similar projects.

MAPIE

Posts with mentions or reviews of MAPIE. We have used some of these posts to build our list of alternatives and similar projects.
  • How to calculate confidence level of a regression model?
    1 project | /r/MLQuestions | 16 Sep 2022
    Did some research and apparently there are number of ways and regression seems to be quite hard and no straightforward answer. Came across MAPIE (https://github.com/scikit-learn-contrib/MAPIE) which predicts a upper and lower range of values.. how can I then calculate the confidence for a given prediction?

What are some alternatives?

When comparing mlscorecheck and MAPIE you can also consider the following projects:

DoubleFloats.jl - math with more good bits

data-science-notes - Notes of IBM Data Science Professional Certificate Courses on Coursera

FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.

pycaret - An open-source, low-code machine learning library in Python

tsai - Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai