Draw to Art uses the latest advancements in machine learning to fulfil a simple but endless goal : offering a whole new way for anyone to discover art in any cultural space. We trained a deep neural network to recognize visual features in doodles, like shapes, lines and perspectives. We also trained it to recognize the same features in paintings, sketches and sculptures from the collection so Draw to Art can associate doodles to similar works of art. The best matches are then presented to the user who can help teach the neural network by rating the matches to help improve the results for everyone. Draw to Art was designed to be very easily usable by everyone with little explanations - Draw something on the left of the canvas and visually similar artworks are presented on the right.