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Scott Lee's Projects

analysis-of-can-bus-data-in-automobiles icon analysis-of-can-bus-data-in-automobiles

This project analyses signal data received from CAN bus in a car to determine the driving pattern of a car driver, and then evaluate eligibility for safe-driver price reduction for insurance.

arduino_kf icon arduino_kf

Kalman Filter attitude estimator using gyro and accelerometer

arnet icon arnet

This is a tensorflow implementation of "Autoencoder Regularized Network For Driving Style Representation Learning"

attitude-estimation icon attitude-estimation

MatLAB and Python implementations for 6-DOF IMU attitude estimation using Kalman Filters, Complimentary Filters, etc.

axa_telematics icon axa_telematics

Contains the 2nd prize winning solution in AXA's "Driver Telematics Driver Analysis" competition

baidutraffic icon baidutraffic

This repo includes introduction, code and dataset of our paper Deep Sequence Learning with Auxiliary Information for Traffic Prediction (KDD 2018).

carnd-behavioral-cloning-p3 icon carnd-behavioral-cloning-p3

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 Summarize the results with a written report

conv_arithmetic icon conv_arithmetic

A technical report on convolution arithmetic in the context of deep learning

convmf icon convmf

Code for our paper Convolutaional Matrix Factorization for Document Context-Aware Recommendation (RecSys 2016)

datawig icon datawig

Imputation of missing values in tables.

dbnet icon dbnet

DBNet: A Large-Scale Dataset for Driving Behavior Learning

dcrnn icon dcrnn

Implementation of Diffusion Convolutional Recurrent Neural Network in Tensorflow

deeptravel icon deeptravel

DEEPTRAVEL: a Neural Network Based Travel Time Estimation Model with Auxiliary Supervision

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