Update README.md

README.md

@@ -50,10 +50,10 @@ Please notice that we encourage you to read our tutorials and learn more about
 
 ```python
 import torchaudio
-from speechbrain.pretrained import SpeakerRecognition
-verification = SpeakerRecognition.from_hparams(source="speechbrain/spkrec-ecapa-voxceleb")
+from speechbrain.pretrained import EncoderClassifier
+classifier = EncoderClassifier.from_hparams(source="speechbrain/spkrec-ecapa-voxceleb")
 signal, fs =torchaudio.load('samples/audio_samples/example1.wav')
-embeddings = verification.encode_batch(signal)
+embeddings = classifier.encode_batch(signal)
 ```
 
 ### Perform Speaker Verification
@@ -93,6 +93,6 @@ score, prediction = verification.verify_files("speechbrain/spkrec-ecapa-voxceleb
     year = {2021},
     publisher = {GitHub},
     journal = {GitHub repository},
-    howpublished = {\url{https://github.com/speechbrain/speechbrain}},
+    howpublished = {\\url{https://github.com/speechbrain/speechbrain}},
   }
 ```