vinamrata-git / chess-winner-prediction

Predict the winning probability of white player in a chess game on the basis of first move of white player and first move of black player. In the dataset all the set of moves are given but I choose to predict the white winner the first move

Chess-winner-prediction

Objective

Predict the white winner in a chess game on the basis of first move of white player and response of black player. In the dataset all the set of moves are given but I choose to predict the white winner the first move.

Data

The dataset is collected from Kaggle https://www.kaggle.com/datasnaek/chess

EDA

In the github the analysis file contains the exploratory analysis and some visualization to understand the data visually.

Models

I have used 10 supervised machine learning models to evaluate the prediction and metric AUC score. Among all the models CatBoost model perform better with 78% of AUC score