1 Introduction

2 Data and Methods
2.1 Photometry and spectroscopic redshifts
2.2 Statistical estimators
2.3 Deep Learning morphoto-metric redshifts from GaZNet
2.4 LePhare stellar population: set-up and templates
2.5 CIGALE stellar population: set-up and templates

3 Results
3.1 Stellar masses
3.2 Star Formation Rates
3.3 Median mass and SFR estimates

4 Discussion
4.1 Relative bias, NMAD and outliers as a function of redshift, SNR and stellar mass
4.2 Some considerations about other sources of systematics
4.3 Galaxy stellar mass function, star formation rate function

5 Conclusions and perspectives