In this project, I am comparing the performance of various forecasting models, including classical, machine learning and deep learning approaches, by using the darts library . My goal is to create a forecast for the atmospheric CO2 concentration of 2022, based on the the Mauna Loa CO2 dataset. Furthermore, I am also applying time series analysis to understand the statistical properties of the data.