home/categories/machine-learning/ecnu-icalk-autoskill-skillbank-convskill-english-gpt4-8-glm4-7-time-series-forecasting-with-mlforecast-and-polars-skill-md
machine-learningdata-ai

time-series-forecasting-with-mlforecast-and-polars

Configure and execute a time series forecasting pipeline using Polars for data manipulation and MLForecast with LightGBM for modeling, applying specific lag features, rolling statistics, and evaluation metrics.

ECNU-ICALK
maintainer
ECNU-ICALK
Updated 3/13/2026
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304
Forks
34
quick start

Installation and usage

Configure and execute a time series forecasting pipeline using Polars for data manipulation and MLForecast with LightGBM for modeling, applying specific lag features, rolling statistics, and evaluation metrics.

Installation
$ install --globalskills.sh
Usage

Once installed, you can use this skill by running the following command in your terminal:

skills use time-series-forecasting-with-mlforecast-and-polars