1. Introduction
2. Data
3. Multi-task neural network to improve broadband photoz s
4. Photo $z$ performance in the COSMOS field
5. Photo $z$ performance on deeper galaxy simulations
6. Photo $z$ in colour space
7. Understanding the MTL underlying mechanism
8. Discussion and conclusions