A practical, project-based tutorial for Python developers and hobbyists who want to get started with computer vision with OpenCV and Python. This book is written for Python developers who are new to computer vision and want a practical guide to teach them the essentials. Some knowledge of image data would be beneficial. You will need access to at least one webcam and will require a second one for certain exercises.