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Work examples / Machine learning

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Forecast daily customer numbers for each restaurant Machine learning job Sample

Sample client (made up)

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Overview

Fixed price¥350,000 (per person, excl. tax)
Delivery dueWithin 5 weeks of contract
Posted2026-09-25
Apply by10 days from posting

Applications

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Details

■ What needs doing

From three years of customer counts, weather and local events for 20 restaurants, build a model that forecasts next week's daily customers for each one.
The forecast will plan food prep and shifts, which managers now decide by feel.

■ Deliverables

The trained model and a notebook that produces the weekly forecast
A report of forecast error on past data, per restaurant
A manual for updating the forecast

■ Skills needed

Python · Time-series forecasting · LightGBM

■ Work period

About 1 month from contract

■ Payment due

The client pays us before work starts; after the work is approved you request a withdrawal: requests up to the 15th are paid at the end of the month, and requests up to the end of the month are paid on the 15th of the next month

About the client

Sample client (made up)

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