The aim of the project is to detect and recognize traffic signs in video sequences recorded by an onboard vehicle camera. Traffic Sign Recognition (TSR) is used to regulate traffic signs, warn a driver, and command or prohibit certain actions. A fast real-time and robust automatic traffic sign detection and recognition can support and disburden the driver and significantly increase driving ... Model iterations were done with parameter tuning followed by averaging and geometric mean of predictions. The accuracy measure was log loss and my best model got me top 7% global ranking on Kaggle. Tools used: Python, NLTK, SVM, K-Means, Random Forest, XGBoost with Cross Validation, StackNet by KazAnova. Mar 2017 – May 2017

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    OpenCV lies at the intersection of these topics, providing a comprehensive open-source library for classic as well as state-of-the-art computer vision and machine learning algorithms. In combination with Python Anaconda, you will have access to all the open-source computing libraries you could possibly ask for.

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    2.6.8.21. Segmentation with Gaussian mixture models¶. This example performs a Gaussian mixture model analysis of the image histogram to find the right thresholds for separating foreground from background.

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