Trained a support vector machine (SVM) classifier using Histogram of Oriented Gradients (HOG) to identify car and non-car images. Used windows of different sizes across frames of video (smaller windows to detect cars far away and larger windows to detect closer ones) as input to classifier to detect the cars in the video. Used thresholds based on confidence of classification of the SVM to remove false positives.