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This can be used to create Artificial Intelligence systems with humans in the loop that can support data pre-processing for training AI models or result post-processing to improve its quality. </div> <div> </div> <div> In this talk, I will introduce the dynamics of the popular crowdsourcing platform Amazon MTurk and provide examples of its use to build hybrid human-machine systems. I will then present ZenCrowd: a human-in-the-loop system for entity linking and data integration showing how the use of human intelligence at scale in combination with machine-based algorithms may outperform traditional approaches. Finally, I will discuss how human factors influence the performance of such systems and which techniques can be used to improve their effectiveness. </div> <div> <br /> </div> </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 40</span><br/> <span> <strong>Duration: </strong> 45 minutes </span><br/> <span> <strong>Languages Available: </strong> English</span><br/> <span> <strong>Last Updated: </strong> <span id="lecDate"></span> </span> </div> <div class="row lecture__section"> <h2>Request this Lecture</h2> <p>To request this particular lecture, please complete this <a href="https://services.acm.org/public/speakers/request_lecture.cfm?lecture_id=11343" target="_blank">online form.</a> </p> </div> <div class="row lecture__section"> <h2>Request a Tour</h2> <p>To request a tour with this speaker, please complete this <a href="https://services.acm.org/public/speakers/request_tour.cfm?lecturer_id=6683" target="_blank">online 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