Despite our wealth of observational capabilities, information from galaxy image analysis is limited in scope, with the most reliable measurements of physical properties derived from spectra. This project aims to bridge this gap using machine learning. We constructed a convolutional neural network (CNN) to study the connection between galaxy images and star formation activity. Using the IllustrisTNG50 cosmological simulation, we selected 395 galaxies with stellar mass $10^{10.2-10.8} M_\\odot$ to train our model. The model takes images in each of the SDSS ugriz bands and predicts average specific star formation (sSFR) over the last 500 Myr, standard deviation of sSFR in the same time period as a measure of burstiness, and median stellar formation time ($\\rm{t}_{50}$). These properties comprise the basic elements of a galaxy's star formation history. To quantify the success of our model we compare the values predicted by the model to the actual galaxy properties from the simulation, and find an imperfect but non-zero correlation for average sSFR and $t_{50}$ indicating a relationship between image features and star formation history. The model was unable to predict $\\sigma_{\\rm{sSFR}}$ to the same degree of accuracy. We managed to improve its accuracy through preprocessing, but it seems that image features predictive of $\\sigma_{\\rm{sSFR}}$ are limited at best.
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