Regression Model

Model-Note	Status 1	Classification	Import Statement	Model Name
Linear Regression Model	Done	Basic Linear Models
Polynomial Regression	Done	Basic Linear Models
Bayesian Regression	Not started	Basic Linear Models
Stepwise Regression	Not started	Basic Linear Models
Penalized Regression	Done	Penalized (Regularized) Regression
Decision Tree Regression	Done	Tree-Based Models
Random Forest Regressor	Done	Tree-Based Models	`from sklearn.ensemble import RandomForestRegressor`
Extra Trees Regressor	Not started	Tree-Based Models	`from sklearn.ensemble import ExtraTreesRegressor`	ExtraTreesRegressor
Gradient Boosting Regressor	Not started	Boosting Algorithms	`from sklearn.ensemble import GradientBoostingRegressor`
AdaBoost Regressor	Not started	Boosting Algorithms	`from sklearn.ensemble import AdaBoostRegressor`
XGBoost Regressor	Done	Boosting Algorithms	`import xgboost as xgb`
LightGBM Regressor	Not started	Boosting Algorithms	`import lightgbm as lgb`	LightGBM
CatBoost Regressor	Done	Boosting Algorithms	`import catboost as cb`	`CatBoost`
HistGradient Boosting Regressor	Not started	Boosting Algorithms	`from sklearn.ensemble import HistGradientBoostingRegressor`	HistGradientBoostingRegressor
Regularized Greedy Forest (RGF)	Not started	Boosting Algorithms
Bagging Regressor	Not started	Ensemble Methods	`from sklearn.ensemble import BaggingRegressor`	BaggingRegressor
Stacking Regressor	Not started	Ensemble Methods	`from sklearn.ensemble import StackingRegressor`	StackingRegressor
Voting Regressor	Not started	Ensemble Methods	`from sklearn.ensemble import VotingRegressor`	VotingRegressor
Bootstrap Aggregation	Not started	Ensemble Methods
Blending	Not started	Ensemble Methods
K-Nearest Neighbors Regressor (KNN)	Not started	Distance-Based Models
Radius Neighbors Regressor	Not started	Distance-Based Models
Support Vector Machine (SVM)	Done	Support Vector Models for Regression (SVR)
ARIMA with exogenous variables (ARIMAX)	Not started	Time Series Specific Regression Models
SARIMAX	Not started	Time Series Specific Regression Models
Facebook Prophet	Not started	Time Series Specific Regression Models
State Space Models	Not started	Time Series Specific Regression Models
LSTM/GRU for Regression	Not started	Time Series Specific Regression Models
Neural Networks for Regression	Not started	Neural Networks
Multi-layer Perceptron Regressor (MLPRegressor)	Not started	Neural Networks
Deep Regression Models using PyTorch/TensorFlow (CNNs, RNNs for time series)	Not started	Neural Networks