Data Science Final Portfolio Project

jonasbauer192 · April 26, 2022, 6:39pm

Hello everybody,

I am glad to share my final portfolio project with you.
It uses several ML algorithms to predict a win/draw/loss of a regarded team in the English Premier League dependend on different features compared to the opponent team.

github.com

jonasbauer192/EPL-Result-Prediction/blob/main/Code/main.py

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.neighbors import KNeighborsClassifier
from sklearn.svm import SVC
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import train_test_split
from sklearn.metrics import confusion_matrix

# GLOABL VARIABLES
path = "D:\\EPL-Result-Prediction\\Code\\"
file = "EPL2019-2020-modified.csv"

class DataFrame:

    def __init__(self):
        self.df = pd.read_csv(path + file, delimiter=";")
        self.pointsBeforeMatch()
        self.goalsBeforeMatch()

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