The talk will introduce the basic foundations of neural networks and provide a motivation for Deep Learning approaches in the insurance industry. Basic steps and problems in the application of text mining will be shown. The historical review of the current developments will show the fast progress of the field and potential applications. Then more complex models are analyzed and benchmark performancefigures are provided. The talkwill be concluded by serval examples of Deep Learning in the insurance industry.