Machine learning is transforming the real estate industry by using algorithms and advanced analytics to make processes more efficient and provide valuable insights. It involves teaching models on big datasets to spot patterns for accurate predictions. The reliability of a machine learning model depends on the quality and quantity of the data used for training.