FormulaAI Hack 2022 Weather Forecast Project

A take on the problem of weather forecasting in F1 2021 game developed by team Scuderia DSC.

Table of Contents

1. Requirements
2. Usage
3. Credits

Requirements

Notebooks were developed with conda environment provided by Oracle Cloud Infrastructure (OCI) - TensorFlow 2.7 for CPU on Python 3.7 version 1.0 (tensorflow27_p37_cpu_v1).

Libraries used by the notebooks:

• numpy
• pandas
• sklearn
• tensorflow
• hyperopt
• matplotlib

Testing data should be compliant with the specification provided here.

Usage

a) Run cells in train_valid_model.ipynb IPy Notebook to train, validate, and view performance of the model.
b) Run cells in test_model.ipynb IPy Notebook to test the trained model on the given test set.

Credits

Adam Miśkiewicz
Igor Nowacki
Katarzyna Gastołek
Jan Solarz
Damian Polak
Stanisław Raczkiewicz
Paweł Saniewski