Short Review 📝
Good notebook overall.
There are few errors if you run all cells at once:
- Change Imputer with SimpleImputer
- At the time of writing I did not find a fix for: AttributeError: 'CombinedAttributesAdder' object has no attribute 'num_cols'
Airbnb can use this model to estimate the fair value of any property on their database, this can be the starting point for creating a recommendation model for all prospective hosts!
Link 🔗
Link to Notebook Topics 🤖 #regression #priceprediction #valutation #recommendationsystem
Modules 📚 #BaseEstimator #parser #dateutil #future #division #print_function #unicode_literals #numpy #os #pandas #matplotlib #pyplot #re #zlib #crc32 #hashlib #sklearn #model_selection #train_test_split #preprocessing #StratifiedShuffleSplit #scatter_matrix #Imputer #plotting #OrdinalEncoder #OneHotEncoder #base #BaseEstimator #TransformerMixin #pipeline #Pipeline #StandardScaler #ColumnTransformer #compose #LinearRegression #mean_squared_error #mean_absolute_error #DecisionTreeRegressor #cross_val_score #RandomForestRegressor #ensemble #svm #SVR #GridSearchCV #RandomizedSearchCV #stats #scipy
Notebook Credit 🌟