--- a
+++ b/README.md
@@ -0,0 +1,12 @@
+# EEGClassificationMCNN
+Solution for EEG Classification via Multiscale Convolutional Net coded for NeuroHack at Yandex.
+
+[Data and MCNN model dump](https://drive.google.com/file/d/0B6vZMotwvIlqemdQcFMzRlNkb0U/view?usp=sharing "Data and model dump")
+
+
+# WARNING
+Refactoring is in progress, this code is not entirely readable.
+
+# Models
+  - **Multifilter Convnet**: Apply 1D Convolutions of various filter size  to input timeseries and concatenate outputs to obtain the embedding
+  - **Multiscale Convnet**: Apply 1D Convolution and Global Max Pooling to input timeseries resampled at different scales and concatenate outputs to obtain the embedding