Trademarks and logos aren't covered by copyright law, they're actually covered by trademark law which doesn't make allowances for educational use.

Therefore, if you want to use trademarks and logos, permission is required. To get permission you can contact the company directly or check their website under "Terms of Use" to see if conditions for using the logo are posted there. eg. Twitter.