Optimized Machine Learning Supply Allocation
Budget: ₹600 – ₹1,500 INR
a platform like Uber wants efficient matching supply and demand in real-time. riders can always get a ride and drivers have stable earnings.
I expect you to:
Explore the data and suggest a solution to guide the drivers towards areas with higher expected demand at a given time and location
Build and document a baseline model for your solution & Describe how to communicate model recommendations to drivers
Think through and describe the design of the experiment that would validate your solution for live operations taking into account marketplace specifics
need this to be done in 3 days
data can be found here : https://drive.google.com/file/d/178gkRuBnCaJpIy69SKWwSJmYl9mdK11W/view?usp=drive_link
I expect you to:
Explore the data and suggest a solution to guide the drivers towards areas with higher expected demand at a given time and location
Build and document a baseline model for your solution & Describe how to communicate model recommendations to drivers
Think through and describe the design of the experiment that would validate your solution for live operations taking into account marketplace specifics
need this to be done in 3 days
data can be found here : https://drive.google.com/file/d/178gkRuBnCaJpIy69SKWwSJmYl9mdK11W/view?usp=drive_link