Your exact question seems to be answered by Lenny Baum and Melvin Katz:

* _Convergence rates in the law of large numbers_, Trans. Amer. Math. Soc. **120** (1965), 108-123, https://doi.org/10.1090/S0002-9947-1965-0198524-1