The Computer History Museum has just launched a partnership with YouTube to provide a ComputerHistory “channel”. Right now it has 23 videos from various events and lectures at the museum; if you subscribe (via the orange button), you’ll be notified when more are uploaded. In the mean time, the museum maintains a calendar of past events with links to video, where available.
Update 1/1/2016: Updated URL for CHM past events.