Pan, H. 2025. Lightweight Design and Implementation of Machine Learning Models in Time Series Forecasting. International Scientific Technical and Economic Research . 3, 2 (Jun. 2025), 160–171. DOI:https://doi.org/10.71451/ISTAER2533.