Tabular Classification

7 min

the below input parameters are for different attack types to start working with the apis view the docid\ v08lzx7yc3id62w3z63yg file upload format data data should be in a csv file with a header as all the features (columns) name and the last column as the target variable https //aisdocs blob core windows net/reference/upload/tabular/tabularclassification/data evasion zip minmax data should be in a csv file with a header as all the feature (columns) names and the last column as the target variable the first row of the csv file should contain the minimum value for each column (feature), and the second row should contain the max value https //aisdocs blob core windows net/reference/upload/tabular/tabularclassification/minmax evasion zip model the model should be saved in either pkl, h5 or tensorflow format full architecture is needed when loading the model to the platofrm for assessment either in encrypted or unencrypted this can be ignored when model is hosted as an api https //aisdocs blob core windows net/reference/upload/tabular/tabularclassification/model zip all files uploaded should be in zipped format the above files are sample data common parameters the below table parameters are common for all attact types to see the additional parameter specific to attact type refer to the below sections 159,63,233 true center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type extraction parameters 159,63,167 true unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type evasion parameters note use /#common parameters only, no extra parameters is needed experimentation with values to improve the accuracy, you can experiment with the following values for your attack input parameters in our example we have used an bfsi dataset in our model and the below table reflects the parameters suitable for it for more information, please refer to the https //github com/bosch aisecurity aishield/reference implementations/tree/main/product taskpair wise/tabular classification/extraction 113,0,108 true unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type unhandled content type to access all sample artifacts, please visit docid\ ijneocxostabvvrsq11fa for specific artifact details, refer vulnerability report docid\ hl0ut2mwlcbkt8f97fr w sample attacks docid 4g1mjm5lqjfm8t5wbvwpr defense report docid\ vtzlttpja2vsf2j0stlsq defense model docid\ xsbxmzxw4vv14 8nmbf8m note for tabular classification, supported attack types are extraction