1 INTRODUCTION  
2 DEEP LEARNING PHOTOMETRIC REDSHIFTS  
3 TRANSFER LEARNING FROM SIMULATIONS  
4 AUTO ENCODERS  
5 ADDING INFORMATION FROM INDIVIDUAL EXPOSURES  
6 VALIDATING THE REDSHIFT DISTRIBUTION  
7 CONCLUSIONS