In this thesis, we review the main advancements of stochastic control problems. It can be considered to be an exposition in these parts: backward stochastic differential equations (BSDEs), stochastic optimal control problems, dynamic programming and HJB equation, maximum principle, the relationship between the MP (maximum principle) and DP (dynamic programming), LQ (linear quadratic) optimal control problems. It covers the development history over these years.