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
BroadMic: Redefining what it means to be a successful entrepreneur through a community of accomplished women
Cartier Women’s Initiative:  International business plan competition for women entrepreneurs
Coding Bootcamps For Women: Learn how to code (global offerings, in person, online)
Chloe Capital*:  Seed stage VC firm focused on women-led companies
Co-working Spaces for Women Founders:  Global directory of women-Owned coworking spaces
Digital Undivided:  Programming focused on Black & Latino women founding tech companies
Elpha: Online community for women in tech.
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:  Add a "right-hand woman" team for founders and CEOs; also matches mid-career women with project opportunities
Get Sh!t Done Accelerator: 7-week program designed for female entrepreneurs who want to scale $1M+ companies
Golden Seeds*:  Angel investor network and fund investing in women entrepreneurs
Halo IncubatorIncubator for female founders
Her Corner:  An Accelerator for Women Entrepreneurs
Hypatia Capital*: Private equity firm focused on female founders
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)
Next Wave Impact*:  An innovative learning-by-doing early stage venture fund
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
Tory Burch Foundation Capital Program*: Loans for small business founded by women
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