Upload README.md

Added two new optional app instructions

README.md

@@ -15,67 +15,34 @@ model-type: multi-model-repository
 author: Thyagharajan K K
 pipeline_tag: image-classification
 inference: true
+app_file: app.py
 ---
 
 # 🧠 KKT-HF-TransferLearning-Models  
 ### Transfer Learning Models Collection for Image Classification  
-Created by **Thyagharajan K K**
+**Created by [Thyagharajan K K](https://huggingface.co/kkthyagharajan)**  
 
-## 📁 Repository Structure
-```
+[![Hugging Face Hub](https://img.shields.io/badge/HuggingFace-Repository-orange?logo=huggingface)](https://huggingface.co/kkthyagharajan/KKT-HF-TransferLearning-Models)
+[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)
+[![Made with Keras](https://img.shields.io/badge/Made%20with-Keras-red?logo=keras)](https://keras.io/)
+[![TensorFlow](https://img.shields.io/badge/Framework-TensorFlow-orange?logo=tensorflow)](https://www.tensorflow.org/)
 
-KKT-HF-TransferLearning-Models/          ← Root directory (your HF repo root)
-│
-├── Insect_Inception_V3/                 ← Model 1 directory
-│   ├── insect_inception_v3_model.keras  ← Saved model file
-│   ├── class_names.txt                  ← Corresponding class labels
-│   └── InsectTest/                      ← Test image folder
-│       ├── image_001.jpg
-│       ├── image_002.jpg
-│       └── ...
-│
-├── Insect_MobileNetV2/               ← Model 2 directory (example)
-│   ├── insect_mobilenet_v2_model.keras
-│   ├── class_names.txt
-│   └── InsectTest/
-│       ├── test1.jpg
-│       ├── test2.jpg
-│       └── ...
-│
-├── Insect_ResNet50/
-│   ├── insect_resnet50_model.keras
-│   ├── class_names.txt
-│   └── InsectTest/
-│       ├── imgA.jpg
-│       ├── imgB.jpg
-│       └── ...
-│
-└── README.md                            ← (optional, highly recommended)
+---
 
-```
+## 📘 Overview  
+This repository hosts a **collection of pretrained image-classification models** created using **Transfer Learning** in Keras/TensorFlow.  
+Each subdirectory contains:  
+- A trained `.keras` model file  
+- A `class_names.txt` file  
+- A `Test` folder with example test images  
 
-Each subfolder contains:
-- A `.keras` TensorFlow model  
-- A `class_names.txt` file listing class labels  
-- An `Test/` folder with example test images  
+You can use these models **programmatically** or through an **interactive demo app** powered by Gradio or Streamlit.
 
 ---
 
-## ⚙️ Programmatic Usage
-
-You can load any model from this repository directly in Python using the helper functions in **`KKT_DL_Package`**.
-
-### 🧩 Example Code
+## 🧩 Programmatic Usage
 
 ```python
-# -*- coding: utf-8 -*-
-"""
-Created on Sat Nov 8 14:07:38 2025
-@author: Thyagharajan
-
-Example: Using a Hugging Face model programmatically
-"""
-
 from KKT_DL_Package.utils.KKT_predictions import (
     multiclass_prediction_return,
     display_images_gui,
@@ -106,24 +73,49 @@ display_images_gui(
     IMG_SIZE,
 )
 
-🧠 About the Helper Function
-get_hf_model_img_labels_local_path(repoid, img_size, force_refresh=False)
+---
+## 🚀 Interactive Demo App  
+
+### 🧩 Option 1: Run directly on Hugging Face  
+This Space includes a web app defined by `app.py`.
 
-This function:
+### 💻 Option 2: Run locally using Gradio or Streamlit  
+pip install -r requirements.txt  
+python app.py  OR  streamlit run app.py
 
-Downloads (or reuses cached) model and class label files from Hugging Face
-Loads test images from the repo
+---
+## 📁 Repository Structure
+```
+
+KKT-HF-TransferLearning-Models/          ← Root directory (your HF repo root)
+│
+├── Insect_Inception_V3/                 ← Model 1 directory
+│   ├── insect_inception_v3_model.keras  ← Saved model file
+│   ├── class_names.txt                  ← Corresponding class labels
+│   └── InsectTest/                      ← Test image folder
+│       ├── image_001.jpg
+│       ├── image_002.jpg
+│       └── ...
+│
+├── Insect_MobileNetV2/               ← Model 2 directory (example)
+│   ├── insect_mobilenet_v2_model.keras
+│   ├── class_names.txt
+│   └── InsectTest/
+│       ├── test1.jpg
+│       ├── test2.jpg
+│       └── ...
+│
+├── Insect_ResNet50/
+│   ├── insect_resnet50_model.keras
+│   ├── class_names.txt
+│   └── InsectTest/
+│       ├── imgA.jpg
+│       ├── imgB.jpg
+│       └── ...
+│
+└── README.md                            ← (optional, highly recommended)
+
+```
 
-Returns:
-The full local path to the model file
-The local test folder path
-The list of class names
 
-Parameters
-Argument	Description
-repoid	Hugging Face repo ID (e.g. "kkthyagharajan/KKT-HF-TransferLearning-Models")
-img_size	Tuple, e.g. (300, 300) matching model input
-force_refresh	If True, forces re-download even if cached locally
 
-Returns:
-`model_full_path, test_folder_path, class_names`