An end-to-end episodic framework for safe exploration using chance-constrained trajectory optimization. In the framework, an initial estimate of the dynamics is computed using a known safe control policy. A probabilistic safe trajectory and policy that satisfies safety chance-constraints is computed using Info-SNOC for the estimated dynamics. This policy is used for rollout with a stable feedback controller to collect data.