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Home Uncategorized

ML Modeling Plans

by Ye Wang
August 3, 2020
in Uncategorized
2 min read
43
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Here are more examples of ML modeling plans

Use case: How can I buy a used car as a college freshman?

used car ML plan

Use case: Affordable and safe housing resources for low-income students and residents in the Ypsilanti

Road Condition ML Plan

State/local Revenue and expenditure data:

  • https://www.census.gov/data/datasets/2017/econ/local/public-use-datasets.html
  • https://www.urban.org/policy-centers/cross-center-initiatives/state-and-local-finance-initiative/state-and-local-backgrounders/highway-and-road-expenditures
  • Michigan annual financial report: https://www.michigan.gov/mdot/0,4616,7-151-9622_11045_13782—,00.html
  • 2015 Estimated distribution state transportation funds by county/city: https://semcog.org/funding#3309148-wayne-county
  • https://midwestepi.files.wordpress.com/2017/05/cost-per-lane-mile-nationally-and-in-the-midwest-updated-final.pdf

“The state funding formula takes into consideration many factors. The most important factor is the number of miles of road under that government’s jurisdiction. However, major roads receive more money than minor roads; roads in urban areas receive more than roads in rural areas. Population is taken into consideration along with where vehicles are registered. Even how much snowfall has occurred over the past few years can impact state distributions.”

“Michigan currently receives over $3 billion annually to operate our state’s transportation system. The state collects approximately $2 billion a year in motor fuel taxes and vehicle registration fees. The Federal government also provides over $1 billion per year in road funding, used primarily to improve the major roads in the state.

State revenues for transportation purposes will increase by an additional $1.2 billion annually between 2017 and 2021 due to recent changes in state law.”

Congestion time: not find

Accident location: yes

Population: yes

Extend to the state level

Photo by Annie Spratt on Unsplash

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This work was partially sponsored by NSF.

NSF IUSE #1935076
CUE Ethics: Collaborative Research: Open Collaborative Experiential Learning (OCEL.AI): Bridging Digital Divides in Undergraduate Education of Data Science

01/01/2020 – 6/30/2021, $ 350,000

Copyright © 2020 OCEL.AI.

 

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