Rainfall is an important factor in climate analysis and environmental planning, especially in Pekanbaru City which has variable rainfall patterns. This research aims to predict rainfall using the Long Short Term Memory (LSTM) and Isolation Forest methods. The data used to predict rainfall in the Long Short Term Memory model is 3,640 and the data used to detect anomalies in Isolation Forest is 7…