Set-ExecutionPolicy Bypass -Scope Process -Force; `
  iex ((New-Object System.Net.WebClient).DownloadString('https://chocolatey.org/install.ps1'))

Answer Yes when prompted
Close and reopen an elevated PowerShell window to start using choco