diff --git a/README.md b/README.md
index 4c4ad4d..cbc2471 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,7 @@ You must have Scikit Learn, Pandas (for Machine Leraning Model) and Flask (for A
 
 ### Project Structure
 This project has four major parts :
-1. model.py - This contains code fot our Machine Learning model to predict employee salaries absed on trainign data in 'hiring.csv' file.
+1. model.py - This contains code fot our Machine Learning model to predict employee salaries based on training data in 'hiring.csv' file.
 2. app.py - This contains Flask APIs that receives employee details through GUI or API calls, computes the precited value based on our model and returns it.
 3. request.py - This uses requests module to call APIs already defined in app.py and dispalys the returned value.
 4. templates - This folder contains the HTML template to allow user to enter employee detail and displays the predicted employee salary.
@@ -22,12 +22,12 @@ This would create a serialized version of our model into a file model.pkl
 ```
 python app.py
 ```
-By default, flask will run on port 5000.
+By default, flask will run on port 5000
 
 3. Navigate to URL http://localhost:5000
 
 You should be able to view the homepage as below :
-![alt text](http://www.thepythonblog.com/wp-content/uploads/2019/02/Homepage.png)
+![alt text](http://www.thepythonblog.com/wp-content/uploads/2019/02/Homepage.png);
 
 Enter valid numerical values in all 3 input boxes and hit Predict.