You can easily create a gallery page in the theme with the following steps given below:
Dashboard ->Pages ->Add New
Click on Add Media to create gallery.
Create Gallery-> Upload Files-> Select Files
Select images to upload in a gallery
Click on Create a new gallery button
Select Columns number from the option and click on Insert gallery.
Select template from the list and click on Publish button
Your desired gallery page is created now and it appears like this.