Update README.md

README.md

@@ -51,7 +51,7 @@ import torchaudio
 from speechbrain.pretrained import SpeakerRecognition
 verification = SpeakerRecognition.from_hparams(source="speechbrain/spkrec-xvect-voxceleb", savedir="pretrained_models/spkrec-xvect-voxceleb")
 signal, fs =torchaudio.load('samples/audio_samples/example1.wav')
-embeddings = verification.encode(signal)
+embeddings = verification.encode_batch(signal)
 ```
 
 #### Referencing xvectors
@@ -79,6 +79,6 @@ embeddings = verification.encode(signal)
     year = {2021},
     publisher = {GitHub},
     journal = {GitHub repository},
-    howpublished = {\url{https://github.com/speechbrain/speechbrain}},
+    howpublished = {\\url{https://github.com/speechbrain/speechbrain}},
   }
 ```