This is made by gluing two copies of the Round Möbius Strip along their boundaries. A Klein bottle in 3-dimensional space has to intersect itself, and in this case it intersects itself along a straight line.
Note: this is an updated version of the model from the one shown in the YouTube video.
This was designed with Saul Schleimer.