Update README.md

README.md

@@ -16,7 +16,7 @@ Creator & Uploader: Jooyoung Lee (excalibur12@snu.ac.kr)
 
 This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on a phonetically balanced native Korean read-speech corpus.
 
-## Training and evaluation data
+## Training and Evaluation Data
 
 Training Data
 - Data Name: Phonetically Balanced Native Korean Read-speech Corpus
@@ -28,7 +28,7 @@ Evaluation Data
 - Num. of Samples: 6,000
 - Audio Length: 12 Hours
 
-### Training hyperparameters
+### Training Hyperparameters
 
 The following hyperparameters were used during training:
 - learning_rate: 0.0001
@@ -47,12 +47,13 @@ The following hyperparameters were used during training:
 
 Phone Error Rate 3.88%
 
-### MFA-IPA phoneset table
+### MFA-IPA Phoneset Tables
 
-Vowels
+# Vowels
 ![mfa_ipa_chart_vowels](./mfa_ipa_chart_vowels.png)
 
-Consonants
+# Consonants
+![mfa_ipa_chart_consonants](./mfa_ipa_chart_consonants.png)
 
 ### Framework versions