Add README file

README.md

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+---
+title: Object Detection ECS
+emoji: 🖼
+colorFrom: green
+colorTo: purple
+sdk: gradio
+sdk_version: 5.5.0
+app_file: app.py
+pinned: false
+short_description: Object detection ECS
+---
+
+# Object detection - ECS 
+
+<b>Aim: AI-driven object detection task</b>
+ - Front-end: user interface via Gradio library
+ - Back-end: use of ECS endpoints to run ML models
+
+
+## Front-end user interface
+Use of Gradio library for web interface
+
+Command line:
+> python3 app.py
+
+<b>Note:</b> The Gradio app should now be accessible at http://localhost:7860
+
+
+## Back-end ML models
+
+ML models are available on Docker Hub and have been deployed on AWS ECS
+
+
+Docker hub containers:
+ - DETR model: https://hub.docker.com/r/cvachet/object-detection-detr-api
+ - YOLOS model: https://hub.docker.com/r/cvachet/object-detection-yolos-api