[SOLVED] Data-Science - Time Series Project

30.00 $

Programming resource
Digital learning resource
Category:
Practical programming resource
Suitable for guided study and reference
Tutor guidance available when needed

Description

5/5 - (3 votes)

Project Description
Sweet Lift Taxi company has collected historical data on taxi orders at airports. To attract more drivers during peak hours, we need to predict the amount of taxi orders for the next hour. Build a model for such a prediction.
The RMSE metric on the test set should not be more than 48.
Project instructions
1) Download the data and resample it by one hour. 2) Analyze the data. 3) Train different models with different hyperparameters. The test sample should be 10% of the initial dataset. 4) Test the data using the test sample and provide a conclusion.
Data description
The dataset is stored in the /datasets/taxi.csv file.
The number of orders is in the ‘num_orders’ column.

Resource details

Understand the Task Before You Use the Resource

Review the requirements, identify the programming concepts involved, study the implementation and test your understanding with your own examples and modifications.