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Capstone Project

This repository creates all the code, neural networks, and data created in the process of my senior capstone project.

Contents

adjusted_odometry_publisher

Defines the correct node to publish an offset odometry using a pre-trained neural network with sensor values obtained at the time of each collision.

collision_data

Contains all of the data collected to train the neural network along with each version of the processed data.

data_collector

Defines the collect node to faciliate the data collection process.

data_processing

Contains the code used to split, normalize/standardize, and perform PCA on the data.

networks

Contains the neural networks trained in the project (temp stores networks during parameter search).

neural_network

Contains code to train neural networks and perform parameter searches.

output_data

Contains the outputs from feeding testing data to trained neural networks.

robot_driver

Defines drive node to control robot's movement and publish inputs.

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