If you “inspect” this element in your browser, you will see:
class="ui-slider-handle ui-corner-all ui-state-default playHead PIE btn ui-state-hover"
All these elements can be overridden using CSS.
For a general guideline, see this post:
In which I explain how to override the playerPoster class. The same can be done for the class you wish to override.