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Researchers have been studying the possibilities of giving machines the ability to distinguish and identify objects through vision for years now. Object Detection is also one of the coolest applications of Computer Vision. Modern-day CV tools can easily implement object detection on images or even on live stream videos. In this article, we will look at a simple demonstration of a real-time object detector using TensorFlow. We will use Python to implement Object Detection in a simple demo using the Tensorflow code. The code is a demo for Object detection which on execution will use the specified ‘ssd_mobilenet_v1_coco_2017_11_17’ model to classify two test images.