The talk will provide a motivation for Deep Learning approaches in the insurance industry. Basic steps and problems in the application of Artificial Intelligence will be shown. The historical review of the current developments will show the fast progress of the field and potential applications. An appropriate framework for a production ready AI solution will be introduced. The talk will be concluded by serval examples of Deep Learning in the insurance industry.