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Chaim Pollak's Projects

aind2-cnn icon aind2-cnn

Repo for AIND Term 2 - Lesson on Convolutional Networks

aind2-rnn icon aind2-rnn

Project materials for RNN segment of AIND nanodegree

behavioralcloning icon behavioralcloning

Built and trained a convolutional neural network for end-to-end driving in a simulator, using TensorFlow and Keras. Used optimization techniques such as regularization and dropout to generalize the network for driving on multiple tracks.

findinglanelines_p1 icon findinglanelines_p1

Detected highway lane lines on a video stream. Used OpencV image analysis techniques to identify lines, including Hough Transforms and Canny edge detection.

keras icon keras

Keras playground (Traffic Sign Classification)

parking icon parking

monte carlo simulation on the quickest way to find parking

traffic-signs icon traffic-signs

Built and trained a deep neural network to classify traffic signs, using TensorFlow. Experimented with different network architectures. Performed image pre-processing and validation to guard against overfitting.

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