tasks one of them is diagnosing different diseases from chest x-rays and another one is diagnosing a certain kind of retinal disease diabetic retinopathy from scans of the the back of your eye so we sort of run these experiments across all these different architectures random initialization and transfer learning there was a lot of experiments but we saw some clear takeaways so firstly perhaps you know sort of falling on from some of the results we've seen in the natural image settings transfer and random initialization actually