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What is the best method to apply to an AI model so that it is statistically unlikely that aspecific piece of training data can be identified from a model's output?
CASE STUDYA company is considering the procurement of an AI system designed to enhance thesecurity of IT infrastructure. The AI system analyzes how users type on their laptops,including typing speed, rhythm and pressure, to create a unique user profile. This data isthen used to authenticate users and ensure that only authorized personnel can accesssensitive resources.The data processed by the AI system would be classified as:
What is the technique to remove the effects of improperly used data from an ML system?
Which of the following is an example of a high-risk application under the EU Al Act?
Scenario:An organization is planning to deploy a new internal application that uses AI to makeautomated decisions about individuals. This application will process personal informationand may affect individuals’ access to certain benefits or opportunities.Which of the following documents must be updated to ensure transparency?
CASE STUDYPlease use the following answer the next question:A local police department in the United States procured an Al system to monitor andanalyze social media feeds, online marketplaces and other sources of public information todetect evidence of illegal activities (e.g., sale of drugs or stolen goods). The Al systemworks by surveilling the publicsites in order to identify individuals that are likely to havecommitted a crime. It cross-references the individuals against data maintained by lawenforcement and then assigns a percentage score of the likelihood of criminal activitybased on certain factors like previous criminal history, location, time, race and gender.The police department retained a third-party consultant assist in the procurement process,specifically to evaluate two finalists. Each of the vendors provided information about theirsystem's accuracy rates, the diversity of their training data and how their system works.The consultant determined that the first vendor’s system has a higher accuracy rate andbased on this information, recommended this vendor to the police department.The police department chose the first vendor and implemented its Al system. As part of theimplementation, the department and consultant created a usage policy for the system,which includes training police officers on how the system works and how to incorporate itinto their investigation process.The police department has now been using the Al system for a year. An internal review hasfound that every time the system scored a likelihood of criminal activity at or above 90%,the police investigation subsequently confirmed that the individual had, in fact, committed acrime. Based on these results, the police department wants to forego investigations forcases where the Al system gives a score of at least 90% and proceed directly with anarrest.When notifying an accused perpetrator, what additional information should a police officerprovide about the use of the Al system?
Scenario:A European AI technology company was found to be non-compliant with certain provisionsof the EU AI Act. The regulator is considering penalties under the enforcement provisionsof the regulation.According to the EU AI Act, which of the following non-compliance examples could lead tofines of up to €15 million or 3% of annual worldwide turnover(whichever is higher)?
What is the main purpose of accountability structures under the Govern function of theNIST Al Risk Management Framework?
You are part of your organization’s ML engineering team and notice that the accuracy of amodel that was recently deployed into production is deteriorating.What is the best first step address this?
During the planning and design phases of the Al development life cycle, bias can bereduced by all of the following EXCEPT?