[Music] thank you all right my paper was fixed match which is just a cool recent method for doing semi-supervised learning yeah so overview of the paper it came out just last month from Google research and like the headline result here is that they were able to get 78 percent accuracy on CFR 10 using one labeled training example per class which is yeah it was not selected arbitrarily looks like let's make them look good a couple of caveats about the room I assure you the results are extremely impressive yes as