Abstract: This paper deals with the problem for automatic graph generation and clustering for construction of curriculum learning. The poposed approach is based on reinforcement learning framework. In addition we use transfer of full transferred reward (Reward FT) knowledge to achieve better reward. Inseparable part of this methods is a graph generation and graph clustering.