1 INTRODUCTION  
2 DEEP LEARNING METHODOLOGY  
3 MODELS  
4 DATASETS AND DATA REDUCTION  
5 TRAINING AND TESTING  
6 RESULTS  
7 THE APOGEE DR17 LATENT-SPACE AGE CATALOG AND THE AGE STRUCTURE OF THE MILKY WAY DISK  
8 DISCUSSION  
9 CONCLUSIONS  