Build failure using gradlew: "Could not resolve all dependencies for configuration ':app:_debugCompile'

I was trying to build my project with Gradle in Android Studio, then I had the above error.

To resolve this I had to use the Android SDK Manager to install "Android Support Repository". After that the project was rebuilt successfully.