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university and google deepmind so delena has been a pioneer researcher in reinforced malaria and art and general artificial intelligence and she recently has done a lot of very impressive work on reinforcement learning theory and she is not only a professor at mcgill and also i think sheamp;#39;s leading a research team and google deepmind is that right thatamp;#39;s correct yes okay yeah please itamp;#39;s all yours thank you uh thank you for the invitation uh to speak at this workshop iamp;#39;m going to talk about some recent work uh that is about to appear in europeamp;#39;s uh that was spearheaded by my phd student scott fujimoto and itamp;#39;s also a joint collaboration with david meager whoamp;#39;s a robotics professor at mcgill and mila and the work uh concerns experience replay buffers and reinforcement learning and weamp;#39;re going to discuss an equivalence between loss functions and non-uniform sampling in experience reply so first of all just a quick refresher w