Update README.md

README.md

@@ -101,14 +101,14 @@ print(tokenizer.decode(outputs[0]),skip_special_tokens=True)
 
 ### Training Data
 
--**Dataset**: gretelai/synthetic_text_to_sql which consists of 100,000 synthetic examples of natural language questions paired with corresponding SQL queries and explanations.
+- **Dataset**: gretelai/synthetic_text_to_sql which consists of 100,000 synthetic examples of natural language questions paired with corresponding SQL queries and explanations.
 
 ### Training Procedure
 
 The model was fine-tuned using the Unsloth and LoRA. 
 
--**LoRA rank**: 8
--**Aplha**: 16
+- LoRA rank: 8
+- Aplha: 16
 
 #### Training Hyperparameters
 
@@ -124,8 +124,8 @@ The model was fine-tuned using the Unsloth and LoRA.
 
 #### Speeds, Sizes, Times [optional]
 
-- **Training time**: 8 hour
-- **Speed**: 0.22
+- Training time: 8 hour
+- Speed: 0.22
 
 ### Results