Stanford Seminar - Training Classifiers with Natural Language Explanations
YouTube
60 Cours
Stanford University has long established itself as one of the leading educational institutions offering high quality courses in various fields. In particular, Stanford University stands out for its excellent online courses, which are deservedly popular among students and professionals from all over the world.
Online Courses from Stanford University: Mini-Revolution in Education
Stanford University online courses are a unique opportunity to receive quality education in a convenient format. Thanks to the online learning format, students have the opportunity to study freely without leaving home, gaining access to the best teachers and materials.
Stanford University AI Courses: Unleash the Power of Artificial Intelligence
Stanford University AI courses allow you to immerse yourself in the fascinating world of artificial intelligence and machine learning. Stanford professors and experts have developed courses that provide best practices and tools in AI.
Become the Best in Your Field: Courses from Stanford University
Stanford University courses offer a wide range of educational programs in the most popular areas. Whether it's courses in programming, business, artificial intelligence, or other topics, Stanford guarantees the highest level of instruction and ongoing student support.
AI Education: The Future of Education Is Here
AI Eeducation is the key to success in the modern world, where technology is increasingly penetrating all areas of life. Students who study at Stanford University gain the necessary skills and knowledge to become leaders in the field of artificial intelligence.
Stanford University: Top Courses for Students
Stanford University doesn't just offer courses—it creates top-tier educational programs that help students achieve outstanding results in their studies and careers. Strive for the best - choose to study at Stanford University.
Free Courses: Opportunity for Everyone
The Stanford University team is committed to making learning accessible to everyone, which is why many courses are available for free. This is an excellent opportunity for everyone who wants to expand their knowledge and skills without financial costs.
Stanford University: Elite Education at Home
Stanford Courses University is a symbol of excellence in education. Join the community of undergraduates, graduate students, and professionals who choose Stanford for their education and development. Together we are building the future of knowledge and innovation.
Best Courses for Students: Your Path to Success
Don't miss your chance to choose the best undergraduate courses from Stanford University and become an expert in your field. Don't limit your options—choose Stanford courses and unlock your true academic and career potential!
Aperçu
Découvrez une approche innovante de la formation des classificateurs lors du séminaire de Stanford sur "Former des classificateurs avec des explications en langage naturel". Plongez dans le monde de BabbleLabble, un cadre extraordinaire conçu pour révolutionner la formation des classificateurs en utilisant des explications en langage naturel fournies par les annotateurs. Cette technique permet de convertir les explications en fonctions d'étiquetage programmatiques grâce à un analyseur sémantique, facilitant la génération de labels bruyants à partir d'un vaste ensemble de données non étiquetées. L'efficacité de cette méthode est démontrée par son application dans trois tâches d'extraction de relations, montrant que les classificateurs peuvent être formés 5 à 100 fois plus rapidement par rapport aux méthodes d'étiquetage traditionnelles. De plus, ce processus atteint remarquablement des scores F1 comparables, prouvant l'efficacité de la méthode malgré les imperfections inhérentes aux fonctions d'étiquetage et la simplicité de l'analyseur sémantique basé sur des règles utilisé. Pour ceux intéressés par les résultats détaillés, le document complet est accessible à https://arxiv.org/abs/1805.03818. Ce séminaire est incontournable pour les passionnés et les professionnels de l'Apprentissage Automatique et du Traitement Automatique du Langage Naturel (TALN), proposé par l'Université Stanford et disponible sur YouTube.