"Talk to professors who run the independent research courses in your major ... They will know tons of people who you can contact, and they can connect you with the resources you need. There are lots of labs, especially at Rice, that take undergraduates with no lab experience who are willing to learn, have a good attitude, and are excited about whatever field it is they are studying."
