Hello @emiliomoron.
I liked very much your part concludes:
Advances such as these suggest that machine learning will become an increasingly important tool in the field of chemistry, since the ability to predict important thermodynamic properties of molecules is an important step on the way to autonomous learning models capable of performing estimates and calculations of more complex chemical phenomena.
You reminded me how machine learning has successfully contributed to reservoir simulation in the oil industry, so I believe machine learning is the tool of the future. Greetings and thanks for this wonderful contribution.