Easy! When your video is playing you can just hover over the video and the video chrome (bar at the bottom) will appear. On the top right corner of the chrome you will see a white icon that you can select to transform your video into full-screen mode.

To exit full-screen mode you can click the same button again or just tap the escape button on your keyboard.