{"note":"","code":"<xml xmlns=\"http://www.w3.org/1999/xhtml\"><variables><variable type=\"\" id=\"l$Rg+en.gAmSfW.~A*Ju\">x_train</variable><variable type=\"\" id=\"+wTAKM!}L*9`d(xiAm*p\">y_train</variable><variable type=\"\" id=\"GIcU}l$P`NLNO]h,J^w9\">x_test</variable><variable type=\"\" id=\"B~-[2_jl~J[R#6_Qd]%d\">y_test</variable><variable type=\"\" id=\"#W%os7i,u{SU)y4XcBwe\">x_valid</variable><variable type=\"\" id=\"(e~olAyBEz,#uz1u/+^i\">y_valid</variable><variable type=\"\" id=\"!8_GmrK]gi.g}Um~d*[{\">standardScaler</variable><variable type=\"\" id=\"hQCheOG_vC/Zwc_2.QZm\">x_train_scaled</variable><variable type=\"\" id=\"X3/[BO)ku:C8z6aYQ1=i\">x_valid_scaled</variable><variable type=\"\" id=\"z_q,]IP)a}S1!ugH`~Y;\">x_test_scaled</variable><variable type=\"\" id=\"oK,g^P!YW.gwRfIx90U:\">model</variable><variable type=\"\" id=\"2Rc?necTA%]qsr_Oa{_k\">callbacks</variable><variable type=\"\" id=\"jH[fWdBOBlC=~jElC#-j\">mae_score</variable></variables><block type=\"assign_datasets_cloud\" id=\"O93IcoHUnybPxNCVkrZf\" x=\"15\" y=\"15\"><value name=\"x_train\"><block type=\"variables_get\" id=\"msyMSlVqYTHARqedV00z\"><field name=\"VAR\" id=\"l$Rg+en.gAmSfW.~A*Ju\" variabletype=\"\">x_train</field></block></value><value name=\"y_train\"><block type=\"variables_get\" id=\"PJxyLe7R6j5TsJT17nc9\"><field name=\"VAR\" id=\"+wTAKM!}L*9`d(xiAm*p\" variabletype=\"\">y_train</field></block></value><value name=\"x_test\"><block type=\"variables_get\" id=\"OzDxaIxYPWnN4bFwXQtp\"><field name=\"VAR\" id=\"GIcU}l$P`NLNO]h,J^w9\" variabletype=\"\">x_test</field></block></value><value name=\"y_test\"><block type=\"variables_get\" id=\"otlf6ShVd4aswPCNOLwb\"><field name=\"VAR\" id=\"B~-[2_jl~J[R#6_Qd]%d\" variabletype=\"\">y_test</field></block></value><value name=\"dataset\"><block type=\"load_datasets_cloud\" id=\"8ToyokYshbKc0txIrrF3\"><field name=\"dataset\">boston_housing</field></block></value><next><block type=\"split_train_valid_datasets_cloud\" id=\"vc0j7lMJm7SCaaGgxd7O\"><value name=\"x_train\"><block type=\"variables_get\" id=\"NWLm4I1a9nqqAvebS15p\"><field name=\"VAR\" id=\"l$Rg+en.gAmSfW.~A*Ju\" variabletype=\"\">x_train</field></block></value><value name=\"x_valid\"><block type=\"variables_get\" id=\"dK40AmF6U1p2IDz9K0gg\"><field name=\"VAR\" id=\"#W%os7i,u{SU)y4XcBwe\" variabletype=\"\">x_valid</field></block></value><value name=\"y_train\"><block type=\"variables_get\" id=\"9z0bmv71cef24NouyZWn\"><field name=\"VAR\" id=\"+wTAKM!}L*9`d(xiAm*p\" variabletype=\"\">y_train</field></block></value><value name=\"y_valid\"><block type=\"variables_get\" id=\"Ih4Aa17kpqJaI5WO6fMu\"><field name=\"VAR\" id=\"(e~olAyBEz,#uz1u/+^i\" variabletype=\"\">y_valid</field></block></value><value name=\"x_train_origin\"><block type=\"variables_get\" id=\"TNQPZLG0xyKXzPeFuETs\"><field name=\"VAR\" id=\"l$Rg+en.gAmSfW.~A*Ju\" variabletype=\"\">x_train</field></block></value><value name=\"y_train_origin\"><block type=\"variables_get\" id=\"OsQhZYXE48kV3gyz1ZPX\"><field name=\"VAR\" id=\"+wTAKM!}L*9`d(xiAm*p\" variabletype=\"\">y_train</field></block></value><value name=\"random_state\"><shadow type=\"math_number\" id=\"ChXS2quxXTOUwdXVpy3j\"><field name=\"NUM\">11</field></shadow></value><next><block type=\"create_standardscaler_cloud\" id=\"IrARzpwOiCjeChFXFtdK\"><field name=\"copy\">True</field><value name=\"X_INPUT\"><block type=\"variables_get\" id=\"xLY7mLdhKpnsI2tgunuM\"><field name=\"VAR\" id=\"!8_GmrK]gi.g}Um~d*[{\" variabletype=\"\">standardScaler</field></block></value><next><block type=\"variables_set\" id=\"Ta0ch5JzQqTi9pI5Lidu\"><field name=\"VAR\" id=\"hQCheOG_vC/Zwc_2.QZm\" variabletype=\"\">x_train_scaled</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"Q$DHmD%Y(Uj+7F;dm#0S\"><field name=\"NUM\">1</field></shadow><block type=\"standardscaler_fit_cloud\" id=\"28tRFk54cExVTQwLPGNh\"><field name=\"method\">fit_transform</field><value name=\"X_INPUT\"><block type=\"variables_get\" id=\"W6SmSaRhsGh0lAupOvBg\"><field name=\"VAR\" id=\"!8_GmrK]gi.g}Um~d*[{\" variabletype=\"\">standardScaler</field></block></value><value name=\"x\"><block type=\"variables_get\" id=\"YawzJ7MdkUoRwTxI98vx\"><field name=\"VAR\" id=\"l$Rg+en.gAmSfW.~A*Ju\" variabletype=\"\">x_train</field></block></value></block></value><next><block type=\"variables_set\" id=\"5omDRShysEZz34nPq6KZ\"><field name=\"VAR\" id=\"X3/[BO)ku:C8z6aYQ1=i\" variabletype=\"\">x_valid_scaled</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"1ic79%h=5rR9_PK?rBlq\"><field name=\"NUM\">1</field></shadow><block type=\"standardscaler_fit_cloud\" id=\"YEtEzkBTU5nLq9H6g908\"><field name=\"method\">transform</field><value name=\"X_INPUT\"><block type=\"variables_get\" id=\"CG03L5YszujRaMoPRbmq\"><field name=\"VAR\" id=\"!8_GmrK]gi.g}Um~d*[{\" variabletype=\"\">standardScaler</field></block></value><value name=\"x\"><block type=\"variables_get\" id=\"LhbvFAIxoldOnIQ3d46i\"><field name=\"VAR\" id=\"#W%os7i,u{SU)y4XcBwe\" variabletype=\"\">x_valid</field></block></value></block></value><next><block type=\"variables_set\" id=\"lyRuEv2RC5osgL9Mfpa2\"><field name=\"VAR\" id=\"z_q,]IP)a}S1!ugH`~Y;\" variabletype=\"\">x_test_scaled</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"tDM]=Hu%^aY*EqB?(!XO\"><field name=\"NUM\">1</field></shadow><block type=\"standardscaler_fit_cloud\" id=\"GikcplLMzIcsXsESa7Cr\"><field name=\"method\">transform</field><value name=\"X_INPUT\"><block type=\"variables_get\" id=\"cUZD1ZUdWx9u4yXEuD25\"><field name=\"VAR\" id=\"!8_GmrK]gi.g}Um~d*[{\" variabletype=\"\">standardScaler</field></block></value><value name=\"x\"><block type=\"variables_get\" id=\"yregLisgbKlv9YtU7AMm\"><field name=\"VAR\" id=\"GIcU}l$P`NLNO]h,J^w9\" variabletype=\"\">x_test</field></block></value></block></value><next><block type=\"variables_set\" id=\"biOotGhM9heHfZC7wAkN\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"NJ3L!w+[k2uvG[pZ`Cye\"><field name=\"NUM\">1</field></shadow><block type=\"tf_sequential_cloud\" id=\"idWQ58ttZtwOlR3EpZeS\"></block></value><next><block type=\"tf_model_add_cloud\" id=\"8E1ULXDXcyrKSOYl6fQ7\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"jZ3dX5HWE8VS7hQK65CA\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"LAYER\"><block type=\"tf_layer_dense_cloud\" id=\"rW69hJNUa9KuWdjBGjEz\"><mutation items=\"{&quot;units&quot;:true,&quot;activation&quot;:true,&quot;use_bias&quot;:false,&quot;kernel_initializer&quot;:false,&quot;input_shape&quot;:true}\"></mutation><field name=\"activation\">relu</field><value name=\"units\"><shadow type=\"math_number\" id=\"nawpbs77x7xbyACCWzRl\"><field name=\"NUM\">64</field></shadow></value><value name=\"input_shape\"><shadow type=\"math_number\" id=\"LIThKQNOK29UfmrCslBS\"><field name=\"NUM\">0</field></shadow><block type=\"tuple_create_with\" id=\"5c4HuvguBUneTps8WEYo\"><mutation items=\"1\"></mutation><value name=\"INPUT_0\"><shadow type=\"math_number\" id=\"UcyADGCeeiZrOtQlcuwx\"><field name=\"NUM\">0</field></shadow><block type=\"ec_lists_item\" id=\"NAYSXjwUjgGAXmAmkBsH\"><value name=\"LIST\"><block type=\"ec_code_return\" id=\"IdwFV0qmQ0rbwyfqHhpN\"><value name=\"INPUT\"><shadow type=\"text\" id=\"M8PvABJQkgqol2DNXQAh\"><field name=\"TEXT\">x_train.shape</field></shadow></value></block></value><value name=\"INDEX\"><shadow type=\"math_number\" id=\"yZxcmN9l7CzciJG6gmLF\"><field name=\"NUM\">1</field></shadow></value></block></value></block></value></block></value><next><block type=\"tf_model_add_cloud\" id=\"UvDsFRSY9YSDnHAJViLs\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"hi5oFRaIQHYSpA6E5TGd\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"LAYER\"><block type=\"tf_layer_dense_cloud\" id=\"BvwzwSMMmJBAfHQx7taW\"><mutation items=\"{&quot;units&quot;:true,&quot;activation&quot;:true,&quot;use_bias&quot;:false,&quot;kernel_initializer&quot;:false,&quot;input_shape&quot;:false}\"></mutation><field name=\"activation\">relu</field><value name=\"units\"><shadow type=\"math_number\" id=\"svUHouMfghpYxW38lr4j\"><field name=\"NUM\">64</field></shadow></value></block></value><next><block type=\"tf_model_add_cloud\" id=\"2iU2UBwui0KYXmLLEZYT\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"VYOHcuJO9kzrlIOYT1tX\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"LAYER\"><block type=\"tf_layer_dense_cloud\" id=\"9HuUdDNKB6AoZWYxO398\"><mutation items=\"{&quot;units&quot;:true,&quot;activation&quot;:false,&quot;use_bias&quot;:false,&quot;kernel_initializer&quot;:false,&quot;input_shape&quot;:false}\"></mutation><value name=\"units\"><shadow type=\"math_number\" id=\"lzfUgoFbvakJiFNDxt8K\"><field name=\"NUM\">1</field></shadow></value></block></value><next><block type=\"tf_model_compile_cloud\" id=\"wazvrybnngdKevoD3Qi7\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"MzdThbePPdJY47Abrphj\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"OPTIMIZER\"><shadow type=\"tf_model_optimizer_dropdown_cloud\" id=\"eTNn4EyRXgv5kgvqM235\"><field name=\"OPTIMIZER\">rmsprop</field></shadow></value><value name=\"LOSS\"><shadow type=\"tf_model_loss_dropdown_cloud\" id=\"TmP1MzBZAtdb88bAVdIZ\"><field name=\"LOSS\">mean_squared_error</field></shadow></value><value name=\"METRICS\"><block type=\"lists_create_with\" id=\"Ymn55bXLpVW1NUfTnyDV\"><mutation items=\"1\"></mutation><value name=\"ADD0\"><shadow type=\"math_number\" id=\"hHYTuGdE1HEh6sgfgX2J\"><field name=\"NUM\">0</field></shadow><block type=\"text\" id=\"11tRNg5yuJ98TsvyqESX\"><field name=\"TEXT\">mae</field></block></value></block></value><next><block type=\"tf_model_summary_cloud\" id=\"EHbpRf10gZ8ZWoJ46Pnc\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"cgISABpnUDo8QiHyyZla\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><next><block type=\"variables_set\" id=\"NvXlBf0U1fFUMpQGcFF3\"><field name=\"VAR\" id=\"2Rc?necTA%]qsr_Oa{_k\" variabletype=\"\">callbacks</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"e#3M}:#K4GZ3HcG6IxHw\"><field name=\"NUM\">1</field></shadow><block type=\"lists_create_with\" id=\"2Zai3D37gx9r28AGVedp\"><mutation items=\"1\"></mutation><value name=\"ADD0\"><shadow type=\"math_number\" id=\"XouzzEFWnN1V6Bvvzurv\"><field name=\"NUM\">0</field></shadow><block type=\"keras_callback_earlystopping_cloud\" id=\"HXEI52DGSqV6NSFmM9uW\"><field name=\"mode\">auto</field><value name=\"monitor\"><shadow type=\"text\" id=\"uV3FtROYwkpddSsglee4\"><field name=\"TEXT\">val_loss</field></shadow></value><value name=\"delta\"><shadow type=\"math_number\" id=\"cijXKfrlQxWWz6AOiDZl\"><field name=\"NUM\">0.001</field></shadow></value><value name=\"patience\"><shadow type=\"math_number\" id=\"qeFVcDxc1n3sSFJXOtj8\"><field name=\"NUM\">5</field></shadow></value><value name=\"verbose\"><shadow type=\"math_number\" id=\"3frqytgyITb8kIWD3S51\"><field name=\"NUM\">0</field></shadow></value></block></value></block></value><next><block type=\"tf_model_fit_cloud\" id=\"0az0TDIxRsWsssNd8g3o\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"HmBlycZPftpAK2yM9xRX\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"X_TRAIN\"><block type=\"variables_get\" id=\"MiQxd61OcWXhLA0eUv8A\"><field name=\"VAR\" id=\"hQCheOG_vC/Zwc_2.QZm\" variabletype=\"\">x_train_scaled</field></block></value><value name=\"Y_TRAIN\"><block type=\"variables_get\" id=\"B25DXOkjJHHg2kXmmGPT\"><field name=\"VAR\" id=\"+wTAKM!}L*9`d(xiAm*p\" variabletype=\"\">y_train</field></block></value><value name=\"BATCH_SIZE\"><shadow type=\"math_number\" id=\"gbrGJRIJk2BmorymB6MG\"><field name=\"NUM\">1</field></shadow></value><value name=\"EPOCHS\"><shadow type=\"math_number\" id=\"YXkfFlXx42kSN3g0YkhG\"><field name=\"NUM\">20</field></shadow></value><value name=\"VERBOSE\"><shadow type=\"math_number\" id=\"9adfrFDzMz1M6gSkfDQm\"><field name=\"NUM\">1</field></shadow></value><value name=\"CALLBACKS\"><block type=\"variables_get\" id=\"k72lln0WJzIWQIHYpdup\"><field name=\"VAR\" id=\"2Rc?necTA%]qsr_Oa{_k\" variabletype=\"\">callbacks</field></block></value><value name=\"VALIDATION_DATA\"><block type=\"tuple_create_with\" id=\"2i38XBu6SC84pHwbETd1\"><mutation items=\"2\"></mutation><value name=\"INPUT_0\"><shadow type=\"math_number\" id=\"8Ni9ZeG1SaDtR8QhNCAk\"><field name=\"NUM\">0</field></shadow><block type=\"variables_get\" id=\"l7FzCmkxChX5Izy6xoeM\"><field name=\"VAR\" id=\"X3/[BO)ku:C8z6aYQ1=i\" variabletype=\"\">x_valid_scaled</field></block></value><value name=\"INPUT_1\"><shadow type=\"math_number\" id=\"uIAjbQV2ClXCVcyDWxYL\"><field name=\"NUM\">0</field></shadow><block type=\"variables_get\" id=\"RC4U4zxhrhq5ncN1iRdC\"><field name=\"VAR\" id=\"(e~olAyBEz,#uz1u/+^i\" variabletype=\"\">y_valid</field></block></value></block></value><next><block type=\"variables_set\" id=\"1aDujJs7teKJMYinlW2a\"><field name=\"VAR\" id=\"jH[fWdBOBlC=~jElC#-j\" variabletype=\"\">mae_score</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"cjm.j46o=8Nl-HWMQ|nl\"><field name=\"NUM\">1</field></shadow><block type=\"tf_model_evaluate_cloud\" id=\"YGgTL44dBWcjRRwsPILg\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"4IDgNRuhvQu5O9gcEfoT\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"X_TEST\"><block type=\"variables_get\" id=\"b19ZjfSiFpJCxd7mgl3C\"><field name=\"VAR\" id=\"z_q,]IP)a}S1!ugH`~Y;\" variabletype=\"\">x_test_scaled</field></block></value><value name=\"Y_TEST\"><block type=\"variables_get\" id=\"H2YfZ5ifmgTFCzlkOYTx\"><field name=\"VAR\" id=\"B~-[2_jl~J[R#6_Qd]%d\" variabletype=\"\">y_test</field></block></value></block></value><next><block type=\"ec_print\" id=\"PF9VfJPYzEKB31TicUl7\"><mutation items=\"1\"></mutation><value name=\"TEXT\"><shadow type=\"text\" id=\"CEzJhvNxk8JPO5wNSei8\"><field name=\"TEXT\">The mae score:</field></shadow></value><value name=\"INPUT_0\"><shadow type=\"text\" id=\"6hRDyg7Zf4ZEn2FPXT67\"><field name=\"TEXT\"></field></shadow><block type=\"ec_lists_item\" id=\"BqeZQolJoIauoaxrpXcT\"><value name=\"LIST\"><block type=\"variables_get\" id=\"N4vD1LXa1Th1GxtO8CcQ\"><field name=\"VAR\" id=\"jH[fWdBOBlC=~jElC#-j\" variabletype=\"\">mae_score</field></block></value><value name=\"INDEX\"><shadow type=\"math_number\" id=\"ptoneq3RL9p4oema4fw0\"><field name=\"NUM\">1</field></shadow></value></block></value></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></xml>","xml":"<xml xmlns=\"http://www.w3.org/1999/xhtml\"><variables><variable type=\"\" id=\"l$Rg+en.gAmSfW.~A*Ju\">x_train</variable><variable type=\"\" id=\"+wTAKM!}L*9`d(xiAm*p\">y_train</variable><variable type=\"\" id=\"GIcU}l$P`NLNO]h,J^w9\">x_test</variable><variable type=\"\" id=\"B~-[2_jl~J[R#6_Qd]%d\">y_test</variable><variable type=\"\" id=\"#W%os7i,u{SU)y4XcBwe\">x_valid</variable><variable type=\"\" id=\"(e~olAyBEz,#uz1u/+^i\">y_valid</variable><variable type=\"\" id=\"!8_GmrK]gi.g}Um~d*[{\">standardScaler</variable><variable type=\"\" id=\"hQCheOG_vC/Zwc_2.QZm\">x_train_scaled</variable><variable type=\"\" id=\"X3/[BO)ku:C8z6aYQ1=i\">x_valid_scaled</variable><variable type=\"\" id=\"z_q,]IP)a}S1!ugH`~Y;\">x_test_scaled</variable><variable type=\"\" id=\"oK,g^P!YW.gwRfIx90U:\">model</variable><variable type=\"\" id=\"2Rc?necTA%]qsr_Oa{_k\">callbacks</variable><variable type=\"\" id=\"jH[fWdBOBlC=~jElC#-j\">mae_score</variable></variables><block type=\"assign_datasets_cloud\" id=\"O93IcoHUnybPxNCVkrZf\" x=\"15\" y=\"15\"><value name=\"x_train\"><block type=\"variables_get\" id=\"msyMSlVqYTHARqedV00z\"><field name=\"VAR\" id=\"l$Rg+en.gAmSfW.~A*Ju\" variabletype=\"\">x_train</field></block></value><value name=\"y_train\"><block type=\"variables_get\" id=\"PJxyLe7R6j5TsJT17nc9\"><field name=\"VAR\" id=\"+wTAKM!}L*9`d(xiAm*p\" variabletype=\"\">y_train</field></block></value><value name=\"x_test\"><block type=\"variables_get\" id=\"OzDxaIxYPWnN4bFwXQtp\"><field name=\"VAR\" id=\"GIcU}l$P`NLNO]h,J^w9\" variabletype=\"\">x_test</field></block></value><value name=\"y_test\"><block type=\"variables_get\" id=\"otlf6ShVd4aswPCNOLwb\"><field name=\"VAR\" 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variabletype=\"\">y_valid</field></block></value><value name=\"x_train_origin\"><block type=\"variables_get\" id=\"TNQPZLG0xyKXzPeFuETs\"><field name=\"VAR\" id=\"l$Rg+en.gAmSfW.~A*Ju\" variabletype=\"\">x_train</field></block></value><value name=\"y_train_origin\"><block type=\"variables_get\" id=\"OsQhZYXE48kV3gyz1ZPX\"><field name=\"VAR\" id=\"+wTAKM!}L*9`d(xiAm*p\" variabletype=\"\">y_train</field></block></value><value name=\"random_state\"><shadow type=\"math_number\" id=\"ChXS2quxXTOUwdXVpy3j\"><field name=\"NUM\">11</field></shadow></value><next><block type=\"create_standardscaler_cloud\" id=\"IrARzpwOiCjeChFXFtdK\"><field name=\"copy\">True</field><value name=\"X_INPUT\"><block type=\"variables_get\" id=\"xLY7mLdhKpnsI2tgunuM\"><field name=\"VAR\" id=\"!8_GmrK]gi.g}Um~d*[{\" variabletype=\"\">standardScaler</field></block></value><next><block type=\"variables_set\" id=\"Ta0ch5JzQqTi9pI5Lidu\"><field name=\"VAR\" id=\"hQCheOG_vC/Zwc_2.QZm\" variabletype=\"\">x_train_scaled</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"Q$DHmD%Y(Uj+7F;dm#0S\"><field name=\"NUM\">1</field></shadow><block type=\"standardscaler_fit_cloud\" id=\"28tRFk54cExVTQwLPGNh\"><field name=\"method\">fit_transform</field><value name=\"X_INPUT\"><block type=\"variables_get\" id=\"W6SmSaRhsGh0lAupOvBg\"><field name=\"VAR\" id=\"!8_GmrK]gi.g}Um~d*[{\" variabletype=\"\">standardScaler</field></block></value><value name=\"x\"><block type=\"variables_get\" id=\"YawzJ7MdkUoRwTxI98vx\"><field name=\"VAR\" id=\"l$Rg+en.gAmSfW.~A*Ju\" variabletype=\"\">x_train</field></block></value></block></value><next><block type=\"variables_set\" id=\"5omDRShysEZz34nPq6KZ\"><field name=\"VAR\" id=\"X3/[BO)ku:C8z6aYQ1=i\" variabletype=\"\">x_valid_scaled</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"1ic79%h=5rR9_PK?rBlq\"><field name=\"NUM\">1</field></shadow><block type=\"standardscaler_fit_cloud\" id=\"YEtEzkBTU5nLq9H6g908\"><field name=\"method\">transform</field><value name=\"X_INPUT\"><block type=\"variables_get\" id=\"CG03L5YszujRaMoPRbmq\"><field name=\"VAR\" id=\"!8_GmrK]gi.g}Um~d*[{\" variabletype=\"\">standardScaler</field></block></value><value name=\"x\"><block type=\"variables_get\" id=\"LhbvFAIxoldOnIQ3d46i\"><field name=\"VAR\" id=\"#W%os7i,u{SU)y4XcBwe\" variabletype=\"\">x_valid</field></block></value></block></value><next><block type=\"variables_set\" id=\"lyRuEv2RC5osgL9Mfpa2\"><field name=\"VAR\" id=\"z_q,]IP)a}S1!ugH`~Y;\" variabletype=\"\">x_test_scaled</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"tDM]=Hu%^aY*EqB?(!XO\"><field name=\"NUM\">1</field></shadow><block type=\"standardscaler_fit_cloud\" id=\"GikcplLMzIcsXsESa7Cr\"><field name=\"method\">transform</field><value name=\"X_INPUT\"><block type=\"variables_get\" id=\"cUZD1ZUdWx9u4yXEuD25\"><field name=\"VAR\" id=\"!8_GmrK]gi.g}Um~d*[{\" variabletype=\"\">standardScaler</field></block></value><value name=\"x\"><block type=\"variables_get\" id=\"yregLisgbKlv9YtU7AMm\"><field name=\"VAR\" id=\"GIcU}l$P`NLNO]h,J^w9\" variabletype=\"\">x_test</field></block></value></block></value><next><block type=\"variables_set\" id=\"biOotGhM9heHfZC7wAkN\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"NJ3L!w+[k2uvG[pZ`Cye\"><field name=\"NUM\">1</field></shadow><block type=\"tf_sequential_cloud\" id=\"idWQ58ttZtwOlR3EpZeS\"></block></value><next><block type=\"tf_model_add_cloud\" id=\"8E1ULXDXcyrKSOYl6fQ7\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"jZ3dX5HWE8VS7hQK65CA\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"LAYER\"><block type=\"tf_layer_dense_cloud\" id=\"rW69hJNUa9KuWdjBGjEz\"><mutation items=\"{&quot;units&quot;:true,&quot;activation&quot;:true,&quot;use_bias&quot;:false,&quot;kernel_initializer&quot;:false,&quot;input_shape&quot;:true}\"></mutation><field name=\"activation\">relu</field><value name=\"units\"><shadow type=\"math_number\" id=\"nawpbs77x7xbyACCWzRl\"><field name=\"NUM\">64</field></shadow></value><value name=\"input_shape\"><shadow type=\"math_number\" id=\"LIThKQNOK29UfmrCslBS\"><field name=\"NUM\">0</field></shadow><block type=\"tuple_create_with\" id=\"5c4HuvguBUneTps8WEYo\"><mutation items=\"1\"></mutation><value name=\"INPUT_0\"><shadow type=\"math_number\" id=\"UcyADGCeeiZrOtQlcuwx\"><field name=\"NUM\">0</field></shadow><block type=\"ec_lists_item\" id=\"NAYSXjwUjgGAXmAmkBsH\"><value name=\"LIST\"><block type=\"ec_code_return\" id=\"IdwFV0qmQ0rbwyfqHhpN\"><value name=\"INPUT\"><shadow type=\"text\" id=\"M8PvABJQkgqol2DNXQAh\"><field name=\"TEXT\">x_train.shape</field></shadow></value></block></value><value name=\"INDEX\"><shadow type=\"math_number\" id=\"yZxcmN9l7CzciJG6gmLF\"><field name=\"NUM\">1</field></shadow></value></block></value></block></value></block></value><next><block type=\"tf_model_add_cloud\" id=\"UvDsFRSY9YSDnHAJViLs\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"hi5oFRaIQHYSpA6E5TGd\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"LAYER\"><block type=\"tf_layer_dense_cloud\" id=\"BvwzwSMMmJBAfHQx7taW\"><mutation items=\"{&quot;units&quot;:true,&quot;activation&quot;:true,&quot;use_bias&quot;:false,&quot;kernel_initializer&quot;:false,&quot;input_shape&quot;:false}\"></mutation><field name=\"activation\">relu</field><value name=\"units\"><shadow type=\"math_number\" id=\"svUHouMfghpYxW38lr4j\"><field name=\"NUM\">64</field></shadow></value></block></value><next><block type=\"tf_model_add_cloud\" id=\"2iU2UBwui0KYXmLLEZYT\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"VYOHcuJO9kzrlIOYT1tX\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"LAYER\"><block type=\"tf_layer_dense_cloud\" id=\"9HuUdDNKB6AoZWYxO398\"><mutation items=\"{&quot;units&quot;:true,&quot;activation&quot;:false,&quot;use_bias&quot;:false,&quot;kernel_initializer&quot;:false,&quot;input_shape&quot;:false}\"></mutation><value name=\"units\"><shadow type=\"math_number\" id=\"lzfUgoFbvakJiFNDxt8K\"><field name=\"NUM\">1</field></shadow></value></block></value><next><block type=\"tf_model_compile_cloud\" id=\"wazvrybnngdKevoD3Qi7\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"MzdThbePPdJY47Abrphj\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"OPTIMIZER\"><shadow type=\"tf_model_optimizer_dropdown_cloud\" id=\"eTNn4EyRXgv5kgvqM235\"><field name=\"OPTIMIZER\">rmsprop</field></shadow></value><value name=\"LOSS\"><shadow type=\"tf_model_loss_dropdown_cloud\" id=\"TmP1MzBZAtdb88bAVdIZ\"><field name=\"LOSS\">mean_squared_error</field></shadow></value><value name=\"METRICS\"><block type=\"lists_create_with\" id=\"Ymn55bXLpVW1NUfTnyDV\"><mutation items=\"1\"></mutation><value name=\"ADD0\"><shadow type=\"math_number\" id=\"hHYTuGdE1HEh6sgfgX2J\"><field name=\"NUM\">0</field></shadow><block type=\"text\" id=\"11tRNg5yuJ98TsvyqESX\"><field name=\"TEXT\">mae</field></block></value></block></value><next><block type=\"tf_model_summary_cloud\" id=\"EHbpRf10gZ8ZWoJ46Pnc\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"cgISABpnUDo8QiHyyZla\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><next><block type=\"variables_set\" id=\"NvXlBf0U1fFUMpQGcFF3\"><field name=\"VAR\" id=\"2Rc?necTA%]qsr_Oa{_k\" variabletype=\"\">callbacks</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"e#3M}:#K4GZ3HcG6IxHw\"><field name=\"NUM\">1</field></shadow><block type=\"lists_create_with\" id=\"2Zai3D37gx9r28AGVedp\"><mutation items=\"1\"></mutation><value name=\"ADD0\"><shadow type=\"math_number\" id=\"XouzzEFWnN1V6Bvvzurv\"><field name=\"NUM\">0</field></shadow><block type=\"keras_callback_earlystopping_cloud\" id=\"HXEI52DGSqV6NSFmM9uW\"><field name=\"mode\">auto</field><value name=\"monitor\"><shadow type=\"text\" id=\"uV3FtROYwkpddSsglee4\"><field name=\"TEXT\">val_loss</field></shadow></value><value name=\"delta\"><shadow type=\"math_number\" id=\"cijXKfrlQxWWz6AOiDZl\"><field name=\"NUM\">0.001</field></shadow></value><value name=\"patience\"><shadow type=\"math_number\" id=\"qeFVcDxc1n3sSFJXOtj8\"><field name=\"NUM\">5</field></shadow></value><value name=\"verbose\"><shadow type=\"math_number\" id=\"3frqytgyITb8kIWD3S51\"><field name=\"NUM\">0</field></shadow></value></block></value></block></value><next><block type=\"tf_model_fit_cloud\" id=\"0az0TDIxRsWsssNd8g3o\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"HmBlycZPftpAK2yM9xRX\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"X_TRAIN\"><block type=\"variables_get\" id=\"MiQxd61OcWXhLA0eUv8A\"><field name=\"VAR\" id=\"hQCheOG_vC/Zwc_2.QZm\" variabletype=\"\">x_train_scaled</field></block></value><value name=\"Y_TRAIN\"><block type=\"variables_get\" id=\"B25DXOkjJHHg2kXmmGPT\"><field name=\"VAR\" id=\"+wTAKM!}L*9`d(xiAm*p\" variabletype=\"\">y_train</field></block></value><value name=\"BATCH_SIZE\"><shadow type=\"math_number\" id=\"gbrGJRIJk2BmorymB6MG\"><field name=\"NUM\">1</field></shadow></value><value name=\"EPOCHS\"><shadow type=\"math_number\" id=\"YXkfFlXx42kSN3g0YkhG\"><field name=\"NUM\">20</field></shadow></value><value name=\"VERBOSE\"><shadow type=\"math_number\" id=\"9adfrFDzMz1M6gSkfDQm\"><field name=\"NUM\">1</field></shadow></value><value name=\"CALLBACKS\"><block type=\"variables_get\" id=\"k72lln0WJzIWQIHYpdup\"><field name=\"VAR\" id=\"2Rc?necTA%]qsr_Oa{_k\" variabletype=\"\">callbacks</field></block></value><value name=\"VALIDATION_DATA\"><block type=\"tuple_create_with\" id=\"2i38XBu6SC84pHwbETd1\"><mutation items=\"2\"></mutation><value name=\"INPUT_0\"><shadow type=\"math_number\" id=\"8Ni9ZeG1SaDtR8QhNCAk\"><field name=\"NUM\">0</field></shadow><block type=\"variables_get\" id=\"l7FzCmkxChX5Izy6xoeM\"><field name=\"VAR\" id=\"X3/[BO)ku:C8z6aYQ1=i\" variabletype=\"\">x_valid_scaled</field></block></value><value name=\"INPUT_1\"><shadow type=\"math_number\" id=\"uIAjbQV2ClXCVcyDWxYL\"><field name=\"NUM\">0</field></shadow><block type=\"variables_get\" id=\"RC4U4zxhrhq5ncN1iRdC\"><field name=\"VAR\" id=\"(e~olAyBEz,#uz1u/+^i\" variabletype=\"\">y_valid</field></block></value></block></value><next><block type=\"variables_set\" id=\"1aDujJs7teKJMYinlW2a\"><field name=\"VAR\" id=\"jH[fWdBOBlC=~jElC#-j\" variabletype=\"\">mae_score</field><value name=\"VALUE\"><shadow type=\"math_number\" id=\"cjm.j46o=8Nl-HWMQ|nl\"><field name=\"NUM\">1</field></shadow><block type=\"tf_model_evaluate_cloud\" id=\"YGgTL44dBWcjRRwsPILg\"><value name=\"MODEL\"><block type=\"variables_get\" id=\"4IDgNRuhvQu5O9gcEfoT\"><field name=\"VAR\" id=\"oK,g^P!YW.gwRfIx90U:\" variabletype=\"\">model</field></block></value><value name=\"X_TEST\"><block type=\"variables_get\" id=\"b19ZjfSiFpJCxd7mgl3C\"><field name=\"VAR\" id=\"z_q,]IP)a}S1!ugH`~Y;\" variabletype=\"\">x_test_scaled</field></block></value><value name=\"Y_TEST\"><block type=\"variables_get\" id=\"H2YfZ5ifmgTFCzlkOYTx\"><field name=\"VAR\" id=\"B~-[2_jl~J[R#6_Qd]%d\" variabletype=\"\">y_test</field></block></value></block></value><next><block type=\"ec_print\" id=\"PF9VfJPYzEKB31TicUl7\"><mutation items=\"1\"></mutation><value name=\"TEXT\"><shadow type=\"text\" id=\"CEzJhvNxk8JPO5wNSei8\"><field name=\"TEXT\">The mae score:</field></shadow></value><value name=\"INPUT_0\"><shadow type=\"text\" id=\"6hRDyg7Zf4ZEn2FPXT67\"><field name=\"TEXT\"></field></shadow><block type=\"ec_lists_item\" id=\"BqeZQolJoIauoaxrpXcT\"><value name=\"LIST\"><block type=\"variables_get\" id=\"N4vD1LXa1Th1GxtO8CcQ\"><field name=\"VAR\" id=\"jH[fWdBOBlC=~jElC#-j\" variabletype=\"\">mae_score</field></block></value><value name=\"INDEX\"><shadow type=\"math_number\" id=\"ptoneq3RL9p4oema4fw0\"><field name=\"NUM\">1</field></shadow></value></block></value></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></next></block></xml>","type":"ailab","blockType":"blockly","description":"{}","user_block":"[]","toolbox":"","projectMode":"python","editPropertyValueMap":{"editor_mode":"block","block_language":"zh","code_language":"python","lang":"zh-hans"},"extensions":[]}