Ivaldi
Based in Rotterdam, the software company specializes in developing bespoke internet solutions tailored to meet diverse client needs.
Catering to a wide spectrum of clientele, ranging from small businesses to large corporations throughout the country, the company prides itself on delivering innovative and scalable solutions that drive business success.
- Task
Heatmap time series forecasting
- Role
Full Stack Developer
- Date
February, 2019
Overview Project
This project aimed to predict the number of visitors within a municipality and visually represent this data to guide new tourists.
Initially, data pertaining to the municipality was extracted and transformed to create a dataset suitable for training a machine learning model. The chosen model was ARIMA, known for its efficiency in analyzing and forecasting time-series data.
After training the ARIMA model with the transformed data, predictions regarding visitor numbers were generated.
Subsequently, these predictions were integrated into an existing Ruby on Rails project through the use of a heatmap.
This visual representation effectively displayed areas of visitor concentration, providing invaluable guidance to new tourists exploring the municipality.
- Jupyter Notebook
- Ruby on Rails
- Python
- Ruby
- JavaScript
- Jira