# 1st place solution released on a Github 

Hello everyone, thanks for the competition.
Link to solution
[https://github.com/lRomul/argus-freesound](https://github.com/lRomul/argus-freesound)
Key points:
CNN model with attention, skip connections and auxiliary classifiers
SpecAugment, Mixup augmentations
Ensemble with MLP second-level model and geometric mean blending
More details you can find in the repository
[README](https://github.com/lRomul/argus-freesound/blob/master/README.md)
.