diff --git a/README.md b/README.md
index 854f165d..6814bc16 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,5 @@
-One two three
-./`download-dataset`
+First download existing dataset with `download-dataset`.
+Run `train-embedding.py` to train embedding model with `embedding_config.json`. If `visualize` is set to `true` will create loss graph and PCA+TSNE visualization.
+Run `train-classifier.py` to train classification (kNN) model with `classifier_config.json`
+
+