You can start building a network by reaching out to alumni, former colleagues, open-source contributors for projects you're contributing to [1], etc.

Hardly ideal, but it's a start.

[1] And if you're not contributing to an open-source project, please do it, it's a great way to learn stuff, improve your CV, network and of course give back.