diff --git a/README.md b/README.md
index 98f7a45..64b7f12 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,25 @@
-# pytorch-ts
-PyTorch Probabilistic Time Series Modeling framework
+# PyTorch-TS
+
+PyTorch-TS is a PyTorch Probabilistic Time Series Modeling framework which provides state of the art time series models and utilities for loading and iterating over time series datasets.
+
+## Installation
+
+```
+$ pip3 install pytorch-ts
+```
+
+## Usage
+
+```python
+import pandas as pd
+
+from pts.dataset import ListDataset
+
+url = "https://raw.githubusercontent.com/numenta/NAB/master/data/realTweets/Twitter_volume_AAPL.csv"
+df = pd.read_csv(url, header=0, index_col=0)
+
+training_data = ListDataset(
+    [{"start": df.index[0], "target": df.value[:"2015-04-05 00:00:00"]}],
+    freq = "5min"
+)
+```