home/categories/machine-learning/vasilyu1983-ai-agents-public-frameworks-shared-skills-skills-ai-ml-timeseries-skill-md
machine-learningdata-ai

ai-ml-timeseries

Operational patterns, templates, and decision rules for time series forecasting (modern best practices): tree-based methods (LightGBM), deep learning (Transformers, RNNs), future-guided learning, temporal validation, feature engineering, generative TS (Chronos), and production deployment. Emphasizes explainability, long-term dependency handling, and adaptive forecasting.

vasilyu1983
maintainer
vasilyu1983
Updated 1/9/2026
Stars
24
Forks
6
quick start

Installation and usage

Operational patterns, templates, and decision rules for time series forecasting (modern best practices): tree-based methods (LightGBM), deep learning (Transformers, RNNs), future-guided learning, temporal validation, feature engineering, generative TS (Chronos), and production deployment. Emphasizes explainability, long-term dependency handling, and adaptive forecasting.

Installation
$ install --globalskills.sh
Usage

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

skills use ai-ml-timeseries