[Task] Updated README

[Description] Added model card feature.
[Author]

@alifalhasan

README.md

@@ -10,6 +10,52 @@ pinned: false
 license: mit
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+# Model Card
+
+## Overview
+
+- **Model name:** Top 5 EPL Teams' Emblem Identifier
+- **Model description:** Identifies the emblem of the top 5 English Premier League (EPL) teams from images using a convolutional neural network (CNN).
+- **Authors:** Alif Al Hasan
+- **Repository link:** https://huggingface.co/spaces/alifalhasan/deep-learning-1
+- **License:** MIT
+- **Contact information:** alif.stu2017@juniv.edu
+
+## Performance
+
+- **Metrics:** Accuracy (100%)
+- **Dataset:** Approximately 5,000 images of EPL team emblems, balanced across classes. Sources and preprocessing steps described in detail further below.
+
+## Data
+
+- **Training data:**
+    - Size: 5,000 images
+    - Class distribution: Balanced (1,000 images per class)
+    - Sources: [English Premier League Logo Detection](https://www.kaggle.com/datasets/alexteboul/english-premier-league-logo-detection-20k-images)
+    - Preprocessing: Resizing to 224x224 pixels, normalization
+- **Potential biases:** Currently unknown biases in the dataset.
+
+## Inference
+
+- **Input:**
+    - Format: JPEG or PNG images
+    - Size: 224x224 pixels
+    - Color space: RGB
+- **Output:** Predicted class probabilities for each of the 5 EPL teams.
+- **Usage instructions:** See the "How To Run" section below for detailed instructions.
+
+## Ethics
+
+- **Potential biases:** The model may inherit biases from the training data, such as over- or under-representation of certain team emblems.
+- **Mitigation strategies:** Further exploration of dataset biases and potential augmentation techniques to address them.
+- **Ethical considerations:** 
+    - Awareness of potential biases and limitations in the model's predictions.
+    - Responsible use of the model, avoiding harmful generalizations or discrimination.
+    - Respect for the rights and privacy of individuals and organizations associated with the EPL teams.
+
+---
+
+
 # Top 5 EPL Teams' Emblem Identifier
 A simple and well designed web app to identify the emblem of the top 5 teams of **EPL(English Premier League)** namely **Arsenal, Chelsea, Liverpool, Manchester City** and **Manchester United**.