Inspiration
Provide travel time forecasting for easy trip planning
alternative departure time recommendation
Accomplishments that I'm proud of
Use cloud computing (Hadoop and Spark) for big data computation (model training and prediction)
Taking 3 months weather and VD, develop a future 5 days travel time prediction algorithm
Use decision tree and ARMA models for machine learning and prediction
What I learned
To correlate historical precipitation data with weather precipitation probability forecast
historical: 10 min, 60 min, 3/6/12/24 hour accumulated precipitation
weather forecast: x% precipitation
What's next for Online Traffic Congestion Prediction
Provide live video for congested road section along the trip itinerary
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