ADVANCE HOUSE PRICE PREDICTION

ADVANCE HOUSE PRICE PREDICTION - DATA ANALYSIS

ADVANCE HOUSE PRICE PREDICTION - FEATURE SELECTION

DATA ANALYSIS - ADVANCE HOUSE PRICE PREDICTION

• Missing Values
  • Categorical missing values
  • Numerical missing valeues
• Relationships between independent and dependent feature(SalePrice)
• All The Numerical Variables
  • Temporal variables (Eg. Datetime variables)
  • Discrete features
  • Continuous features
  • Distribution of the Numerical Variables
• All Categorical Variables
  • Cardinality
  • Rare categorical variables
• Outliers
• Feature Scaling

FEATURE SELECTION - ADVANCE HOUSE PRICE PREDICTION

• Lasso regression
• SelectFromModel

Dataset:

• https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data

References:

• https://youtube.com/playlist?list=PLZoTAELRMXVPQyArDHyQVjQxjj_YmEuO9
• https://github.com/krishnaik06/Advanced-House-Price-Prediction-