Deep learning in bioinformatics: Introduction, application, and perspective in the big data era

•Exoteric introduction of deep learning and its usage in bioinformatics.•Concrete and representative examples of using deep learning in bioinformatics.•Solutions and suggestions for handling common issues when using deep learning.•Thorough survey of the commonly used deep learning models for various data types.