a podcast is just a download done via iTunes. It allows you to better organise and listen back to the talks and also allows you to 'subscribe' to our podcast, so each time a new one is available its downloaded to your computer immediately, without you even needing to visit the website.
alternatively you can just click 'download here' on the appropriate link.