The procedure is as follow:
1- Sign-in to your YouTube Channel
2- Go to My Channel >> Video Manager >> Videos
3- Select the video you want to edit >> Click on Edit button
4- Click on Enhancements tab
5- Click on Trim button
7- Click on the small cross (x) button to delete the unwanted sections.
8- Click on Done when finished.