Update README.md

README.md

@@ -30,7 +30,7 @@ language:
 pipeline_tag: image-classification
 ---
 
-# deit-base-distilled-patch16-224-Brain_Tumors_Image_Classification
+<h1>deit-base-distilled-patch16-224-Brain_Tumors_Image_Classification</h1>
 
 This model is a fine-tuned version of [facebook/deit-base-distilled-patch16-224](https://huggingface.co/facebook/deit-base-distilled-patch16-224).
 
@@ -47,41 +47,41 @@ It achieves the following results on the evaluation set:
 - Micro precision: 0.8046
 - Macro precision: 0.8710
 
-## Model description
-
+<div style="text-align: center;">
+<h2>
+    Model Description
+</h2>
 <a href="https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/tree/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison">
     Click here for the code that I used to create this model
 </a>
-
-This project is part of a comparison of seventeen (17) transformers. <a href="https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/blob/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison/README.md">
-Click here to see the README markdown file for the full project
+This project is part of a comparison of seventeen (17) transformers. 
+<a href="https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/blob/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison/README.md">
+    Click here to see the README markdown file for the full project
 </a>
-
-## Intended uses & limitations
-
+<h2>
+    Intended Uses & Limitations
+</h2>
 This model is intended to demonstrate my ability to solve a complex problem using technology.
 
-## Training and evaluation data
-
-<div style="align: center">
-    <a href="https://www.kaggle.com/datasets/sartajbhuvaji/brain-tumor-classification-mri" span="">
-        Brain Tumor Image Classification Dataset
-    </a>
-
-Sample Images
-
-![Sample Images](https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/raw/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison/Images/Sample%20Images.png)
-
-<strong>Class Distribution</strong>
-
-<em>Training Dataset</em>
-
-![Training Dataset](https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/raw/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison/Images/Class%20Distribution%20-%20Training%20Dataset.png)
-
-<em>Evaluation Dataset</em>
-
-![Evaluation Dataset](https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/raw/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison/Images/Class%20Distribution%20-%20Testing%20Dataset.png)
 
+<h2>
+    Training & Evaluation Data
+</h2>
+<a href="https://www.kaggle.com/datasets/sartajbhuvaji/brain-tumor-classification-mri">
+    Brain Tumor Image Classification Dataset
+</a>
+<h2>
+    Sample Images
+</h2>
+<img src="https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/raw/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison/Images/Sample%20Images.png" />
+<h2>
+    Class Distribution of Training Dataset
+</h2>
+<img src="https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/raw/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison/Images/Class%20Distribution%20-%20Training%20Dataset.png"/>
+<h2>
+    Class Distribution of Evaluation Dataset
+</h2>
+<img src="https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/raw/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison/Images/Class%20Distribution%20-%20Testing%20Dataset.png"/>
 </div>
 
 ## Training procedure