Augmented Intelligence Assurance as a Service
A method, system and computer-readable storage medium for performing a cognitive information processing operation. The cognitive information processing operation includes: performing a cognitive computing function; performing an augmented intelligence assurance operation, the augmented intelligence assurance operation ensuring augmented intelligence performance of the cognitive computing function; and, providing a cognitive insight regarding the augmented intelligence performance of the cognitive computing function.
1 . A computer-implementable method for cognitive information processing, comprising:
performing a cognitive computing function;
performing an augmented intelligence assurance operation, the augmented intelligence assurance operation ensuring augmented intelligence performance of the cognitive computing function; and,
providing a cognitive insight regarding the augmented intelligence performance of the cognitive computing function.
2 . The method of claim 1 , wherein:
the augmented intelligence assurance operation comprises an impartiality assessment operation, the impartiality assessment operation detecting a presence of bias in an outcome of the cognitive computing function.
3 . The method of claim 1 , wherein:
the augmented intelligence assurance operation comprises a robustness assessment operation, the robustness assessment operation assessing robustness of the cognitive computing function.
4 . The method of claim 1 , wherein:
the augmented intelligence assurance operation comprises an explainability operation, the explainability operation providing a rationale for an associated cognitive insight generated via the cognitive computing function.
5 . The method of claim 4 , wherein:
the cognitive insight regarding the augmented intelligence performance comprises a recourse for the cognitive computing function.
6 . The method of claim 1 , wherein:
the cognitive computing function is performed using an opaque model.
7 . A system comprising:
a hardware processor;
a data bus coupled to the hardware processor; and
a non-transitory, computer-readable storage medium embodying computer program code, the non-transitory, computer-readable storage medium being coupled to the data bus, the computer program code interacting with a plurality of computer operations and comprising instructions executable by the hardware processor and configured for:
performing a cognitive computing function;
performing an augmented intelligence assurance operation, the augmented intelligence assurance operation ensuring augmented intelligence performance of the cognitive computing function; and,
providing a cognitive insight regarding the augmented intelligence performance of the cognitive computing function.
8 . The system of claim 7 , wherein:
the augmented intelligence assurance operation comprises an impartiality assessment operation, the impartiality assessment operation detecting a presence of bias in an outcome of the cognitive computing function.
9 . The system of claim 7 , wherein:
the augmented intelligence assurance operation comprises a robustness assessment operation, the robustness assessment operation assessing robustness of the cognitive computing function.
10 . The system of claim 7 , wherein:
the augmented intelligence assurance operation comprises an explainability operation, the explainability operation providing a rationale for an associated cognitive insight generated via the cognitive computing function.
11 . The system of claim 10 , wherein:
the cognitive insight regarding the augmented intelligence performance comprises a recourse for the cognitive computing function.
12 . The system of claim 7 , wherein:
the cognitive computing function is performed using an opaque model.
13 . A non-transitory, computer-readable storage medium embodying computer program code, the computer program code comprising computer executable instructions configured for:
performing a cognitive computing function;
performing an augmented intelligence assurance operation, the augmented intelligence assurance operation ensuring augmented intelligence performance of the cognitive computing function; and,
providing a cognitive insight regarding the augmented intelligence performance of the cognitive computing function.
14 . The non-transitory, computer-readable storage medium of claim 13 , wherein:
the augmented intelligence assurance operation comprises an impartiality assessment operation, the impartiality assessment operation detecting a presence of bias in an outcome of the cognitive computing function.
15 . The non-transitory, computer-readable storage medium of claim 13 , wherein:
the augmented intelligence assurance operation comprises a robustness assessment operation, the robustness assessment operation assessing robustness of the cognitive computing function.
16 . The non-transitory, computer-readable storage medium of claim 13 , wherein:
the augmented intelligence assurance operation comprises an explainability operation, the explainability operation providing a rationale for an associated cognitive insight generated via the cognitive computing function.
17 . The non-transitory, computer-readable storage medium of claim 16 , wherein:
the cognitive insight regarding the augmented intelligence performance comprises a recourse for the cognitive computing function.
18 . The non-transitory, computer-readable storage medium of claim 13 , wherein:
the cognitive computing function is performed using an opaque model.
19 . The non-transitory, computer-readable storage medium of claim 13 , wherein:
the computer executable instructions are deployable to a client system from a server system at a remote location.
20 . The non-transitory, computer-readable storage medium of claim 13 , wherein:
the computer executable instructions are provided by a service provider to a user on an on-demand basis.