Update README.md

README.md

@@ -25,6 +25,8 @@ from speechbrain.pretrained import EndToEndSLU
 slu = EndToEndSLU.from_hparams("speechbrain/slu-timers-and-such-direct-librispeech-asr")
 slu.decode_file("speechbrain/slu-timers-and-such-direct-librispeech-asr/math.wav")
 ```
+### Inference on GPU
+To perform inference on the GPU, add  `run_opts={"device":"cuda"}`  when calling the `from_hparams` method.
 
 #### Referencing SpeechBrain
 
@@ -35,7 +37,7 @@ title = {SpeechBrain},
 year = {2021},
 publisher = {GitHub},
 journal = {GitHub repository},
-howpublished = {\\\\\\\\url{https://github.com/speechbrain/speechbrain}},
+howpublished = {\\\\\\\\\\\\\\\\url{https://github.com/speechbrain/speechbrain}},
 }
 ```