There is evidence of Jericho falling as well as surrounding cities however hundreds of years earlier than the supposed time of the Exodus. There is a theory that the dating of the Egyptian dynasties are off and that if shifted everything lines up.
The video "Patterns of Evidence" explains this in depth. There is some compelling evidence there.
The issue I struggle with more than anything is that there has been no truly credible proof of remains at the bottom of the Red Sea. If an entire army were destroyed by the sea collapsing upon them surely there'd be some evidence of some sort yet we see little to none. Swords hubs on chariots adornments etc would likely survive even centuries later.