dc_price-prediction's Introduction

💰 Seattle House Price Prediction 💰

(3-1 data science term-project)

✔ dataset

kaggle seattle house price dataset

(you can find dataset from kaggle)

Data size: 21614
dirty data: 423
category: 18

✔ dataset preprocessing

cleaning dirty data
categorical -> numerical
feture reduction
normalization(standard scaler)
feature selection

✔ Algorithm

KNN Algorithm (grade)
multiple regression (price)

✔ Evaluation & Ensemble

using 'cross_val_score' function
using bagging classifier
using confusion matrix

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