diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..6addbd666f7dd8f4c65467cbc34da24fcd107de1
--- /dev/null
+++ b/README.md
@@ -0,0 +1,15 @@
+# COVID19-data-classification-using-BayesCNN-with-variational-inference
+
+Grand challange link: https://covid-ct.grand-challenge.org/
+
+Dataset is already uploaded with code.
+
+Dataset link: https://github.com/UCSD-AI4H/COVID-CT
+
+Our implementation is based on [this paper](https://arxiv.org/abs/1901.02731).
+
+### Layer type
+
+* **BBB_LRT (Bayes by Backprop w/ Local Reparametrization Trick):**  
+  This layer combines Bayes by Backprop with local reparametrization trick from [this paper](https://arxiv.org/abs/1506.02557). 
+  This trick makes it possible to directly sample from the distribution over activations.
\ No newline at end of file