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Hetan's right. #Transparency alone is insufficient, and his combined proposals provide a far better framing for how to achieve #AlgorithmicAccountability.
A few thoughts:
On #piloting, or what in medicine would be called #ClinicalTrials, to check solely for #bias is missing...
A few thoughts:
On #piloting, or what in medicine would be called #ClinicalTrials, to check solely for #bias is missing...
...the point. #Bias is just one side-effect; trials must (in stages) test for any and all - so the general approach must attend first to #safety (including 'rights impacts'), then to #efficacy, then #effectiveness.
While I agree publishing models may be of limited use, it is...
While I agree publishing models may be of limited use, it is...
...still important that they are - if only to establish the principle that they can be forensically analysed when something has gone wrong, not hidden behind '#CommercialConfidentiality', etc.
Publishing the #provenance of the training dataset, and assumptions, is vital however!
Publishing the #provenance of the training dataset, and assumptions, is vital however!
