we will work on Dubai Real Estate Goldmine, UAE Rental Market Data which you can find on kaggle https://www.kaggle.com/datasets/azharsaleem/real-estate-goldmine-dubai-uae-rental-market
1-we make some glopal importing to the libraries 2-printing information about 3-columns relationships 4-Make some visualizing
1-we make data preprocessing 2-Encoding 3-Handling Outilers 4-Scaling
1-Features selections for classification 2-Features selections for clustring 3-dimentionality reduction for regression
1-Make a models for regressions as Linear Regression and Random Forest Regressor model then print its results with MSE,MAE and R2 score 2-Make a model for classifications as RandomForestClassifier, GradientBoostingClassifier,LogisticRegression,SVC and KNeighborsClassifier then make evaluations and print classification report 3- perform Elbow method to choose the suitable number of clusters ,then use kmeans to make clustring