MAPIE VS tsai

Compare MAPIE vs tsai and see what are their differences.

MAPIE

A scikit-learn-compatible module for estimating prediction intervals. (by scikit-learn-contrib)
Regression confidence-intervals Data Science Python Sklearn Classification
Source Code
mapie.readthedocs.io
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tsai

Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai (by timeseriesAI)
time-series-classification Deep Learning Fastai Pytorch Timeseries time-series sequential time-series-analysis Transformer Cnn Rnn state-of-the-art self-supervised Classification Regression Forecasting inceptiontime Rocket Machine Learning Python
Source Code
timeseriesai.github.io
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MAPIE tsai
1 4
1,152 4,690
1.6% 2.2%
9.7 7.4
5 days ago 8 days ago
Jupyter Notebook Jupyter Notebook
BSD 3-clause "New" or "Revised" License Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

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?

tsai

Posts with mentions or reviews of tsai. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-22.

What are some alternatives?

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

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

darts - A python library for user-friendly forecasting and anomaly detection on time series.

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

sktime-dl - DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow

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

statsforecast - Lightning ⚡️ fast forecasting with statistical and econometric models.

PyABSA - Sentiment Analysis, Text Classification, Text Augmentation, Text Adversarial defense, etc.;

flow-forecast - Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

60-Days-of-Data-Science-and-ML - 60 Days of Data Science and ML

neuralforecast - Scalable and user friendly neural :brain: forecasting algorithms.

nyc_traffic_flask - Flask App with leaflet.js that can perform NYC Traffic Prediction

nixtla - Python SDK for TimeGPT, a foundational time series model

MAPIE vs data-science-notes tsai vs darts MAPIE vs pycaret tsai vs sktime-dl MAPIE vs FLAML tsai vs statsforecast MAPIE vs PyABSA tsai vs flow-forecast MAPIE vs 60-Days-of-Data-Science-and-ML tsai vs neuralforecast MAPIE vs nyc_traffic_flask tsai vs nixtla