[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$fs7AwaukigEPhlU3K0QWVlhWpR60-hII7N71fUyv3u78":3,"$fVwXikyvxK-cWxbS1NrqllesjeTgRVrOwbVnMuXMtzug":12},{"author":4,"tags":11},{"author_id":5,"author_name":6,"author_name_first_letter":7,"article_count":8,"bio":9,"short_bio":9,"slug":10,"image_url":9},94464,"Mercedes Gimeno-Segovia","M",1,null,"mercedes-gimeno-segovia",[],{"quotes":13,"pagination":28},[14],{"id":15,"quote_text":16,"author_id":5,"source_id":17,"has_image":18,"author":19,"source":20,"quote_tag":21,"commentary":27},711927,"If you read about quantum machine-learning applications that solve some conventional machine-learning problem with a fantastic speedup, always be sure to check whether they return a quantum output. Quantum outputs, such as amplitude-encoded vectors, limit the usage of applications, and require additional specification of how to extract practical, useful results.",2,false,{"id":5,"author_name":6,"slug":10,"author_name_first_letter":7,"article_count":8,"image_url":9},{},[22],{"id":23,"tag":24},3493477,{"id":25,"tag_name":26},35116,"machine-learning","**The Backstory**\nThis quote likely originates from the work of Mercedes Gimeno-Segovia, a quantum physicist, in the present day. As a researcher in the field of quantum machine learning, she has likely encountered instances where the promise of quantum speedup is overshadowed by the complexity of extracting meaningful results from quantum outputs. This is a common challenge in the field, particularly for those transitioning from classical machine learning.\n\n**The Hidden Insight**\nThe hidden insight in this quote lies in the tension between the allure of quantum speedup and the practical limitations imposed by quantum outputs. On one hand, quantum machine learning promises to solve complex problems with unprecedented speed and efficiency, but on the other hand, these solutions often require significant additional processing and interpretation to yield useful results. This paradox highlights the need for researchers to carefully evaluate the practical implications of quantum outputs, rather than solely focusing on the theoretical benefits of quantum speedup.\n\n**How to Use This**\nTo apply this mindset today, consider the following strategy: when evaluating the potential of a new technology or approach, carefully weigh the theoretical benefits against the practical limitations and potential pitfalls. This involves not only considering the advantages of the new approach but also being aware of the potential \"hidden costs\" that may arise from its implementation.",{"currentPage":8,"totalPages":8,"totalItems":8,"itemsPerPage":29},10]