Almost a century after the existence of gravitational waves was predicted by Einstein, their first direct detection is expected to happen in the next few years. Gravitational-wave observations will provide excellent test beds for theories of gravity in the strong-field regime. This talk will provide a broad survey of the ongoing and planned effort in this direction employing observations using the upcoming advanced interferometric gravitational-wave detectors.