Salesforce

How hard is it for someone to learn Salesforce by himself without any external tutor ? And can this be done if you want to switch your technology from something like SAP to Salesforce as there is lots of scope in Salesforce, and any recommended methods on how and where to start Salesforce and how much it would take a beginner to get a good idea of it ?