Update README.md

README.md

@@ -1,17 +1,9 @@
 ---
 license: apache-2.0
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-# UK & Ireland Accent Classification Model
+## UK & Ireland Accent Classification Model
 
-This is a model to classify and identify the accent of a UK or Ireland speaker among one of the following accents:
-* Irish English
-* Midlands English
-* Northern English
-* Scottish English
-* Southern English
-* Welsh English
-
-The model implements transfer learning feature extraction using [Yamnet](https://tfhub.dev/google/yamnet/1) model in order to train a model.
+This model classifies UK & Ireland accents using feature extraction from [Yamnet](https://tfhub.dev/google/yamnet/1).
 
 ### Yamnet Model
 Yamnet is an audio event classifier trained on the AudioSet dataset to predict audio events from the AudioSet ontology. It is available on TensorFlow Hub.
@@ -21,12 +13,14 @@ As output, the model returns a 3-tuple:
 - Embeddings of shape `(N, 1024)`.
 - The log-mel spectrogram of the entire audio frame.
 
-We will use the embeddings, which are the features extracted from the audio samples, as the input to our dense model. 
+We will use the embeddings, which are the features extracted from the audio samples, as the input to our dense model.  
+
+For more detailed information about Yamnet, please refer to its [TensorFlow Hub](https://tfhub.dev/google/yamnet/1) page.
 
 ### Dense Model
 The dense model that we used consists of:
 - An input layer which is embedding output of the Yamnet classifier.
-- 4 dense hidden layers and 4 dropout layers
+- 4 dense hidden layers and 4 dropout layers.
 - An output dense layer.
 
 <details>
@@ -36,7 +30,8 @@ The dense model that we used consists of:
 
 </details>
 
-### Results
+---
+## Results
 The model achieved the following results:
 
 Results    | Training  | Validation 
@@ -61,6 +56,9 @@ native speakers of Southern England, Midlands, Northern England, Wales, Scotland
 For more info, please refer to the above link or to the following paper:
 [Open-source Multi-speaker Corpora of the English Accents in the British Isles](https://aclanthology.org/2020.lrec-1.804.pdf)
 
+---
+## How to use
+
 ---
 ## Demo
 A demo is available in HuggingFace Spaces ...