While 37 Angels invests in both male and female founders, we have curated some resources specifically for female founders (* = provides funding) 

500 Women*:  Funding Flawless Female Founders
Astia*:  Network that offers access to capital and training/support for women entrepreneurs
BBG (Built By Girls) Ventures*:  Invests in consumer internet startups with at least one female founder
Cartier Women’s Initiative:  International business plan competition for women entrepreneurs
Digital Undivided:  Programming focused on Black & Latino women founding tech companies
FastTrac NewVenture:  Workshop that helps women turn their business idea into reality
Female Founders Fund*:  Invests in female led startups in e-commerce, platforms, and web-enabled services
FlexTeam:  Augment your mgmt team with a "right-hand woman" team for founders and CEOs; also match mid-career women with project opportunities
Golden Seeds*:  Angel investor network and fund investing in women entrepreneurs
In Good Company:  Co-working space for women entrepreneurs
Intel Capital Diversity Fund*:  Fund that invests in female and minority led startups
Lioness:  Digital magazine for female entrepreneurs
Make Mine a Million (Count Me In):  Helps women business grow into million dollar enterprises
Mergelane*:  Accelerator and investor of women led startups (Boulder, CO)
Pipeline Fellowship*:  Women investors investing in women led social enterprises
Refinery:  Transforming women led startups into scaleable businesses
Springboard Enterprises:  Accelerator for women-led growth companies                                      
So Gal:  Global platform for young female entrepreneurs and diversity investors
The 85-Percent:  Strategic branding & marketing consultancy, targeting women consumers
Valor Ventures*:  Fund based in Atlanta that funds female founders
WBENC:  Get certified (as >51% women owned) and have access to business opportunities
Women 2.0:  Content, community and conferences for women innovators in tech
Women In Tech NYC:  Education, networking, mentorship and career development
Women In Wireless:  Empowers and develops female leaders in mobile and digital media
Women's Startup Lab:  2 month or 2 week accelerator for female founders (Silicon Valley)
Women’s Venture Fund*:  Helps entrepreneurs through courses, counseling, credit and more