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Udacity Self-Driving Cars projects

lane-lines-detection behavioral-cloning traffic-sign-classification vehicle-detection autonomous-vehicles

selfdrivingrepos's Introduction

SelfDrivingCarsRepos



Term1

    • Classified 12k Traffic Signs using a modified LeNet model (TensorFlow)

    • Built convolutional networks (NVIDIA & Squeeze model) to predict steering angles (Keras)

    • Detected Lane Lines on videos applying calibration, undistortion, perspective transformation, gradient & color thresholding, histogram based-detection (openCV)

    • Performed Object Detection on videos (HOG for feature extraction, sliding windows method, bounding boxes with heatmaps, SVM for the classification task)


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