Deep learning is a powerful approach within the broader field of machine learning that involves training models to perform tasks without explicit programming by learning patterns and representations from data. Python is a popular language for deep learning due to its extensive libraries and frameworks, such as TensorFlow and PyTorch. Combining Python with the MQL5 package can be used for algorithmic trading in the MetaTrader 5 platform.