diff --git a/README.md b/README.md
index e69de29..d5222bc 100644
--- a/README.md
+++ b/README.md
@@ -0,0 +1,46 @@
+## Click Models
+
+### Create Datasets
+
+```Python
+from ultr_toolbox.click_models.data import ClickDataset
+
+train_dataset = ClickDataset(train_df)
+val_dataset = ClickDataset(val_df)
+test_dataset = ClickDataset(test_df)
+```
+
+### Train neural click models
+```
+from ultr_toolbox.click_models.metrics import Perplexity
+from ultr_toolbox.click_models.neural import PositionBasedModel, NeuralTrainer
+
+model = PositionBasedModel()
+trainer = NeuralTrainer(model)
+trainer.fit(train_dataset, val_dataset)
+metrics = trainer.test(test_dataset, metrics=[Perplexity()])
+```
+
+### Train PyClick models
+```
+from pyclick.click_models import PBM
+
+from ultr_toolbox.click_models.metrics import Perplexity
+from ultr_toolbox.click_models.em import PyClickTrainer
+
+model = PBM()
+trainer = PyClickTrainer(model)
+trainer.fit(train_dataset, val_dataset)
+metrics = trainer.test(test_dataset, metrics=[Perplexity()])
+```
+
+### Train naive models based on click statistics
+```
+from ultr_toolbox.click_models.metrics import Perplexity
+from ultr_toolbox.click_models.stats import StatsTrainer, RankDocumentBasedModel
+
+model = RankDocumentBasedModel()
+trainer = StatsTrainer(model)
+trainer.fit(train_dataset, val_dataset)
+metrics = trainer.test(test_dataset, metrics=[Perplexity()])
+```
diff --git a/ubm.py b/ubm.py
deleted file mode 100644
index 675ede5..0000000
--- a/ubm.py
+++ /dev/null
@@ -1,2 +0,0 @@
-if __name__ == '__main__':
-    print()