This collection has been created by AdversarialGirl and it was inspired by the work of one of the most famous Surrealist painters. The algorithm was trained based on his work from 1910 – 1983 (starting with his very first painting). The model that generates the paintings and videos is a CUSTOM Generative Adversarial Network (GAN). I have fine tuned and monitored the performance of the model to make sure its parameters are appropriate for the data that I have gathered. The model has been trained for several days to ensure it generates high quality images. It has learnt its own style as you can see in the collection.