Update README.md

README.md

@@ -59,11 +59,11 @@ The model has been finetuned on Coommonvoice-v13 (FR) for 14 epochs on 4x2080 Ti
  
 - The set of hyperparameters used for training are the same as those detailed in Annex B and Table 6 of [wav2vec2 paper](https://arxiv.org/pdf/2006.11477.pdf).
 
-## Usage (using the online :huggingface: Inference API)
+## Usage (using the online Inference API)
 
 Just record your voice on the ⚡ Inference API on this webpage, and then click on "Compute", that's all ! 
 
-## Usage (with HuggingSound)
+## Usage (with HuggingSound library)
 
 The model can be used directly using the [HuggingSound](https://github.com/jonatasgrosman/huggingsound) library:
 
@@ -95,7 +95,7 @@ df[['transcription']]
 | ./test_relecture_texte.wav | ʃapitʁ di də abɛse pəti kɔ̃t də ʒyl ləmɛtʁ ɑ̃ʁʒistʁe puʁ libʁivɔksɔʁɡ ibis dɑ̃ la bas kuʁ dœ̃ ʃato sə tʁuva paʁmi tut sɔʁt də volaj œ̃n ibis ʁɔz             |
 | ./10179_11051_000021.flac  | kɛl dɔmaʒ kə sə nə swa pa dy sykʁ supiʁa se foʁaz ɑ̃ pasɑ̃ sa lɑ̃ɡ syʁ la vitʁ fɛ̃ dy ʃapitʁ kɛ̃z ɑ̃ʁʒistʁe paʁ sonjɛ̃ sɛt ɑ̃ʁʒistʁəmɑ̃ fɛ paʁti dy domɛn pyblik |
 
-## Inference script (if you do not want to use Huggingsound) : 
+## Inference script (if you do not want to use the huggingsound library) : 
 
 ```python
 import torch