Design an ETA Prediction System

Problem Formulation#

Clarifying the ML Objective#

ML framing: Given an origin, destination, departure time, and real-time traffic state, predict the trip duration in seconds as a continuous value.

This is a regression problem, but the business framing adds a constraint that makes it harder than it looks. You're predicting a future quantity (how long will this trip take?) using feat...