Create README.md

README.md

@@ -1,12 +1,22 @@
 ---
-title: ERA S12
-emoji: 🌍
-colorFrom: indigo
-colorTo: green
+title: S12 ERA Phase I
+emoji: 👁
+colorFrom: green
+colorTo: red
 sdk: gradio
 sdk_version: 3.39.0
 app_file: app.py
 pinned: false
+license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Session 12 - ERA Phase I - Assignment 
+## Goals 
+1. Build an app on HuggingFace using a model trained on cifar10 with custom ResNet with PyTorch Lightning.
+2. You can find the training code: https://github.com/gupta1912/ERA-V1-Assignments/tree/main/S12.
+
+## Usage 
+In the App tab, the UI is present for different functionalities like: 
+1. Seeing GradCAM outputs of the model for a given convolutional layer, max 10 images.
+2. Seeing misclassified images, max 10 images.
+3. Uploading your own image and inferencing and looking at N's top classes on it.