Sklearn

  • StandardScaler: Standardize features by removing the mean and scaling to unit variance

Model turning and selection: GridSearchCV -> which is essentially hyper-parameter tuning

  • Linear
  • Ridge
  • Lasso
  • ElasticNet
  • SGD
  • DecisionTree
  • RandomForest
  • SVR (Support Vector Regression)

GridSearchCV: Using n_jobs to utilization multicore processing power