1. Login to your Blogger Account
2. Click on Layout
3. Click on Edit HTML
4. Find the title tag which looks like
<title><data:blog.pageTitle/></title>
and immediately after that add the following code after proper editing
<link rel="shortcut icon" href="URLof your icon file"/>
Remember to replace URL of your icon file file with your icon file’s url