Update README.md

README.md

@@ -17,8 +17,8 @@ tags:
 <!-- Provide the basic links for the model. -->
 
 - **Repository:** [More Information Needed](https://github.com/TavoGLC/SlidingSampling)
-- **Paper [optional]:** [Applications of sliding sampling](https://www.researchsquare.com/article/rs-1691291/v1)
-- **Demo [optional]:** [Kaggle](https://www.kaggle.com/code/tavoglc/sars-cov2-mutational-hotspots)
+- **Paper :** [Applications of sliding sampling](https://www.researchsquare.com/article/rs-1691291/v1)
+- **Demo :** [Kaggle](https://www.kaggle.com/code/tavoglc/sars-cov2-mutational-hotspots)
 
 # Uses
 
@@ -26,7 +26,7 @@ Classificaion of the SARS-Cov2 sequences and determination of mutational hotspot
 
 ## How to Get Started with the Model
 
-**Demo [optional]:** [Kaggle](https://www.kaggle.com/code/tavoglc/sars-cov2-mutational-hotspots)
+**Demo :** [Kaggle](https://www.kaggle.com/code/tavoglc/sars-cov2-mutational-hotspots)
 
 # Training Details
 
@@ -38,7 +38,7 @@ Stacked frequence of k-mers up to the 4-mer obtained from full size SARS-Cov2 se
 
 MLP VAE and mse loss
 
-**Demo [optional]:** [Kaggle](https://www.kaggle.com/code/tavoglc/autoencoders-jax-and-sars-cov2)
+**Demo :** [Kaggle](https://www.kaggle.com/code/tavoglc/autoencoders-jax-and-sars-cov2)
 
 ### Hardware
 
@@ -46,8 +46,7 @@ GPU NVIDIA Corporation TU116 [GeForce GTX 1660 Ti]
 
 # More Information [optional]
 
-Further details at 
-**Substack [optional]:** [Substack](https://tavoglc.substack.com/)
+Further details at [Substack](https://tavoglc.substack.com/)