Arctic lakes undergo freezing and thawing, but the timing and duration of these events across large areas is not well known. Using a machine learning model applied to satellite imagery, we successfully identify lake ice conditions on over 30 000 lakes in Alaska with high accuracy. Our results indicate that latitude is an important control on lake ice conditions, with secondary effects from lake size and shape. These findings have implications for future greenhouse gas emissions in the Arctic.