This repository contains work done as part of AI-2 course by Univ.ai.
Our team - Himanshu, Samyak, Amit, Akshul
Football is arguably the most popular sport in the world and FIFA is the most popular football (soccer) simulation game by Electronic Arts (EA Sports).
The game is not to be confused with the official International Federation for Football FIFA.
- In this project, we predict a FIFA player's position based on their skill levels, attributes and personal information.
- The data is adopted from this Kaggle dataset and uploaded here.
- We use the FIFA-19 data for training and FIFA-20 data for testing.
- We train multiple Multi Layer Perceptron models (simple artificial neural networks) with and without Regularization to understand the difference in performance. The Regularization techniques used are Early Stopping and Dropout Layer.
- explore the detailed methodology in this notebook.