home/categories/machine-learning/ecnu-icalk-autoskill-skillbank-convskill-english-gpt4-8-trim-noisy-data-to-linear-part-using-manual-linear-regression-skill-md
machine-learningdata-ai
trim-noisy-data-to-linear-part-using-manual-linear-regression
Identifies and trims the linear portion of a noisy 1D dataset by iteratively fitting a manual linear regression model (without sklearn) and detecting deviations in the rolling standard deviation of residuals.
maintainer
ECNU-ICALK
Updated 3/16/2026
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304
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quick start
Installation and usage
Identifies and trims the linear portion of a noisy 1D dataset by iteratively fitting a manual linear regression model (without sklearn) and detecting deviations in the rolling standard deviation of residuals.
Installation
$ install --globalskills.sh
Usage
Once installed, you can use this skill by running the following command in your terminal:
skills use trim-noisy-data-to-linear-part-using-manual-linear-regression