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In this video tutorial, we will create an object detector with a good balance between speed and accuracy, allowing real-time detection of multiple common objects without the need for third-party libraries other than OpenCV. The project is set up in PyCharm, with the main.py file containing the code. The coco names, including classes like person, bicycle, and car, are imported before starting the code. For more information, users can refer to the COCO dataset.