ansehoon1999 / DC_Price-Prediction

💰 Seattle House Price Prediction 💰

💰 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