Rapid advancements in artificial intelligence are fueling parallel progress in the self-driving car industry. The talk will provide an overview of promising recent research activities highlighting how these advancements can make impact by addressing some of the remaining challenges in autonomous driving, supporting the ambition to push further the performance and the capabilities of self-driving cars systems in series vehicles.