as salam alaikum
if by physics it is meant the study and the observation of Allah's creation, there is no problem.
As far as palm readings and horoscopes, they have been not introduced or promoted by the Prophet and the A'imma, peace be upon them. Rather their most common way of dealing with events and phenomena was through Salat al-Istikhara and a strong reliance in Allah.
With prayers for your success.