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carnd_p3's Introduction

Behaviorial Cloning Project

Udacity - Self-Driving Car NanoDegree

The goals / steps of this project are the following:

  • Use the simulator to collect data of good driving behavior
  • Build, a convolution neural network in Keras that predicts steering angles from images
  • Train and validate the model with a training and validation set
  • Test that the model successfully drives around track one without leaving the road

Snapshot

  • The video recorded from autonomous driving

driving video


Highlight

  • I didn't collect any new data with the simulator due to my bad driving game skill. Instead, I used computer vision method to generate new data. In particular I used perspective transformation to pertubate the camera direction for each image, and compensated the recorded steering angle accordingly. This balanced the training data, and is crucial for my model training.

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