added readme.md file.

examples/object_detector/detectron2/README.md

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+# Object Detection using TorchServe and Detectron2
+
+## Overview
+
+This folder leverages **TorchServe** to deploy a Detectron2-based object detection model using a custom handler. It provides scalable and efficient object detection capabilities with support for both CPU and GPU environments.
+
+---
+
+## Table of Contents
+
+1. [Pre-requirements](#pre-requirements)
+2. [Installation](#installation)
+3. [Usage](#usage)
+4. [Documentation](#documentation)
+5. [Contributors](#contributors)
+
+---
+
+## Pre-requirements
+
+- **Python 3.8 or higher** (tested on Python 3.10.15).
+
+---
+
+## Installation
+
+Follow these steps to set up the project:
+
+1. Clone the repository:
+
+   ```bash
+   git clone https://github.com/pytorch/serve.git
+   ```
+
+2. Make sure the terminal's current directory is set to the folder where this README file is located:
+
+   ```bash
+   cd serve/examples/object_detector/detectron2
+   ```
+
+3. Install dependencies:
+
+   ```bash
+   pip install -r requirements.txt
+   pip install git+https://github.com/facebookresearch/detectron2.git && pip install numpy==1.21.6
+   ```
+
+---
+
+## Usage
+
+Refer to the [Documentation](#documentation) for detailed usage instructions.
+
+---
+
+## Documentation
+
+For detailed information on using TorchServe and Detectron2 for object detection, refer to the documentation provided in the [Upstart Commerce Blog](https://upstartcommerce.com/blogs/).
+
+---
+
+## Contributors
+
+- **[Muhammad Mudassar](https://github.com/Mudassar-MLE)**  
+  - [LinkedIn](https://www.linkedin.com/in/muhammad-mudassar-a65645192/)  
+  - [Email](mailto:mmudassards@gmail.com)
+---