diff --git a/README.md b/README.md
index 5712c6c..8db5b58 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,13 @@
+
  Monolith
 
 ## What is it?
 
 [Monolith](https://arxiv.org/abs/2209.07663) is a deep learning framework for large scale recommendation modeling. It introduces two important features which are crucial for advanced recommendation system: 
-* collisionless embedding tables guarantees unique represeantion for different id features
-* real time training captures the latest hotspots and help users to discover new intersts rapidly
+* collision-less embedding tables guarantees unique representation for different id features
+* real time training captures the latest hotspots and help users to discover new interests rapidly
 
-Monolith is built on the top of TensorFlow and supports batch/real-time training and serving.
+Monolith is built on the top of Tensorflow and supports batch/real-time training and serving.
 
 
 ## Quick start
@@ -15,7 +16,7 @@ Monolith is built on the top of TensorFlow and supports batch/real-time training
 
 Currently, we only support compilation on the Linux.
 
-Frist, download bazel 3.1.0
+First, download bazel 3.1.0
 ```bash
 wget https://github.com/bazelbuild/bazel/releases/download/3.1.0/bazel-3.1.0-installer-linux-x86_64.sh && \
   chmod +x bazel-3.1.0-installer-linux-x86_64.sh && \