Module ImportFrom alias ImportFrom alias Import alias identifier ImportFrom alias Expr Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore Call AttributeLoad NameLoad attr ListComp Call AttributeLoad AttributeLoad NameLoad attr attr Num Num comprehension NameStore Call NameLoad Num Assign NameStore Call AttributeLoad NameLoad attr ListComp BinOpAdd BinOpAdd BinOpMult NameLoad Num Num Call AttributeLoad AttributeLoad NameLoad attr attr Num Num comprehension NameStore NameLoad Assign NameStore SubscriptLoad NameLoad ExtSlice Slice Index AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr TupleLoad NameLoad NameLoad FunctionDef arguments args defaults body Assign NameStore Call NameLoad keyword Num keyword Num keyword Num keyword Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num keyword Num Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num keyword Num Expr Call NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad keyword Num decorator_list FunctionDef arguments args defaults body Assign NameStore Call NameLoad keyword Num keyword Num keyword Num keyword Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad keyword Num Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num keyword Num Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num keyword Num decorator_list
N/A mlxtend.tf_regressor TfLinearRegression mlxtend.data boston_housing_data N/A numpy np numpy.testing assert_almost_equal N/A N/A N/A N/A np random seed 1 N/A X N/A N/A np array N/A N/A N/A N/A np random normal 1.0 4.55 N/A i N/A range 100 N/A y N/A N/A np array N/A N/A N/A N/A x1 0.1 0.1 N/A N/A N/A np random normal 0.0 0.05 N/A x1 X N/A X N/A X N/A N/A N/A N/A np newaxis N/A X2 N/A N/A np hstack N/A X X test_univariate_univariate_gradient_descent N/A N/A N/A N/A N/A gd_lr N/A TfLinearRegression eta 0.05 epochs 55 random_seed 1 print_progress 0 N/A N/A N/A gd_lr fit X y N/A N/A assert_almost_equal N/A gd_lr bias_ N/A N/A np array N/A 0.11 decimal 2 N/A N/A assert_almost_equal N/A gd_lr weights_ N/A N/A np array N/A 0.1 decimal 2 N/A N/A assert_almost_equal N/A N/A gd_lr predict X y decimal 1 N/A test_multivariate_gradient_descent N/A N/A N/A N/A N/A gd_lr N/A TfLinearRegression eta 0.005 epochs 250 random_seed 1 print_progress 0 N/A N/A N/A gd_lr fit X2 y N/A N/A assert_almost_equal N/A N/A gd_lr predict X2 y decimal 1 N/A N/A assert_almost_equal N/A gd_lr bias_ N/A N/A np array N/A 0.1 decimal 2 N/A N/A assert_almost_equal N/A gd_lr weights_ N/A N/A np array N/A -1.1 1.2 decimal 2 N/A