How to Run Linux Apps Natively On Windows

I consider myself a Windows guy, but there are things I prefer doing on Linux mainly because of its advanced terminal. My unwillingness to pick a side has some inconvenient implications: rebooting into Linux every time takes too much time and virtualized Linux tends to be a little slow on most machines.