본 강의에서는 머신 러닝의 공정성과 편향에 대한 근본적인 문제를 배웁니다. 대학교 입학부터 대출 허가까지, 예측 모델을 이용해 만드는 중요한 결정이 늘어나면서, 모델이 불공정한 예측을 만들지 않게 하는 것이 굉장히 중요해졌습니다. 인간에서 비롯된 편향부터 데이터 세트 인지까지, 윤리적인 모델 구축의 여러 방면을 알아보겠습니다.
Détails à connaître
Ajouter à votre profil LinkedIn
9 devoirs
Découvrez comment les employés des entreprises prestigieuses maîtrisent des compétences recherchées
Obtenez un certificat professionnel
Ajoutez cette qualification à votre profil LinkedIn ou à votre CV
Partagez-le sur les réseaux sociaux et dans votre évaluation de performance
Il y a 3 modules dans ce cours
강의에 오신 여러분, 환영합니다! 1주 차에는 머신 러닝의 맥락에서 공정성이 무엇을 의미하는지, 여러 시나리오에서의 참 패리티가 무엇을 의미하는지 이야기합니다.
Inclus
5 vidéos2 lectures3 devoirs2 sujets de discussion
이번 주에는 불공정에 맞서볼 겁니다. 공정성 문제를 이해했으니, 공정성을 위반하지 않는 모델을 구축하는 방법을 알아봅시다.
Inclus
5 vidéos2 lectures3 devoirs1 sujet de discussion
이번 주에는 데이터 수집 및 속성 선택 과정에서 일어나는 편향 중 인간에서 비롯된 편향을 알아보겠습니다. 목표는 모델을 구축하기 전에 편향을 제거하는 겁니다.
Inclus
5 vidéos2 lectures3 devoirs1 sujet de discussion
Instructeur
Offert par
Recommandé si vous êtes intéressé(e) par Algorithms
Macquarie University
Duke University
Rutgers the State University of New Jersey
Erasmus University Rotterdam
Pour quelles raisons les étudiants sur Coursera nous choisissent-ils pour leur carrière ?
Ouvrez de nouvelles portes avec Coursera Plus
Accès illimité à 10,000+ cours de niveau international, projets pratiques et programmes de certification prêts à l'emploi - tous inclus dans votre abonnement.
Faites progresser votre carrière avec un diplôme en ligne
Obtenez un diplôme auprès d’universités de renommée mondiale - 100 % en ligne
Rejoignez plus de 3 400 entreprises mondiales qui ont choisi Coursera pour les affaires
Améliorez les compétences de vos employés pour exceller dans l’économie numérique
Foire Aux Questions
Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option:
The course may not offer an audit option. You can try a Free Trial instead, or apply for Financial Aid.
The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.
You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later. You cannot receive a refund once you’ve earned a Course Certificate, even if you complete the course within the two-week refund period. See our full refund policy.