Python vs R for machine learning

Machine Learning has 2 phases. Typically, model building is performed as a batch process and predictions are done realtime. The model building process is a compute intensive process while the prediction happens in a jiffy. Therefore, performance of an algorithm in Python or R doesn't really affect the turn-around time of the user. Python 1, R 1. Production: The real difference between Python and R comes in being production ready.