[Example] Accident prediction using open data

Building a machine learning model to predict traffic accidents! Introducing a case study on creating an accident prediction map.

We would like to introduce a case from a customer who wants to provide a new service that combines traffic accident data accumulated in the insurance business with accident prediction models developed by other companies. Our company collects and processes the necessary accident, map, and weather data to create a training dataset. We then build a machine learning model and calculate the prediction accuracy using an evaluation dataset. Using the trained model, we predicted accidents for one month in Tokyo and created an accident prediction map. [Challenges] ■ We want to provide a new service that combines traffic accident data accumulated in the insurance business with accident prediction models developed by other companies. ■ We want to verify whether we can reproduce the accident prediction models developed by other companies in-house. *For more details, please refer to the PDF document or feel free to contact us.

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