Update README.md

README.md

@@ -24,12 +24,10 @@ model-index:
       value: 0.8045685279187818
 ---
 
-<!-- This model card has been generated automatically according to the information the Trainer had access to. You
-should probably proofread and complete it, then remove this comment. -->
+<h1>regnet-y-064-Brain_Tumors_Image_Classification</h1>
 
-# regnet-y-064-Brain_Tumors_Image_Classification
+This model is a fine-tuned version of [facebook/regnet-y-064](https://huggingface.co/facebook/regnet-y-064).
 
-This model is a fine-tuned version of [facebook/regnet-y-064](https://huggingface.co/facebook/regnet-y-064) on the imagefolder dataset.
 It achieves the following results on the evaluation set:
 - Loss: 1.1561
 - Accuracy: 0.8046
@@ -43,17 +41,45 @@ It achieves the following results on the evaluation set:
 - Micro precision: 0.8046
 - Macro precision: 0.8736
 
-## Model description
-
-More information needed
-
-## Intended uses & limitations
-
-More information needed
-
-## Training and evaluation data
-
-More information needed
+<div style="text-align: center;">
+<h2>
+    Model Description
+</h2>
+<a href=“https://github.com/DunnBC22/Vision_Audio_and_Multimodal_Projects/blob/main/Computer%20Vision/Image%20Classification/Multiclass%20Classification/Brain%20Tumors%20Image%20Classification%20Comparison/RegNet%20-%20Image%20Classification.ipynb”>
+    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.
+</a>
+<h2>
+    Intended Uses & Limitations
+</h2>
+
+This model is intended to demonstrate my ability to solve a complex problem using technology.
+
+
+<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