In this course you will learn how to evaluate recommender systems. You will gain familiarity with several families of metrics, including ones to measure prediction accuracy, rank accuracy, decision-support, and other factors such as diversity, product coverage, and serendipity. You will learn how different metrics relate to different user goals and business goals. You will also learn how to rigorously conduct offline evaluations (i.e., how to prepare and sample data, and how to aggregate results). And you will learn about online (experimental) evaluation. At the completion of this course you will have the tools you need to compare different recommender system alternatives for a wide variety of uses.
Este curso forma parte de Programa especializado: Sistemas de recomendación
Ofrecido Por
Acerca de este Curso
¿Podría tu empresa beneficiarse de la capacitación de los empleados en las habilidades más demandadas?
Prueba Coursera para negocios¿Podría tu empresa beneficiarse de la capacitación de los empleados en las habilidades más demandadas?
Prueba Coursera para negociosOfrecido por
Programa - Qué aprenderás en este curso
Preface
Basic Prediction and Recommendation Metrics
Advanced Metrics and Offline Evaluation
Online Evaluation
Evaluation Design
Reseñas
- 5 stars55,30 %
- 4 stars29,64 %
- 3 stars11,94 %
- 2 stars2,21 %
- 1 star0,88 %
Principales reseñas sobre RECOMMENDER SYSTEMS: EVALUATION AND METRICS
A lot of very in detail theories and metrics. I wish it could have more hands on experience.
wonderful!!! They teach a lot what I did not expect!
Very good. But left out 1 star because one honors assignment did not have the material(base code) to download. Repeated questions were not answered in forum.
Wonderful course provide realtime examples of the pros and cons of each approach and metric, very useful and enjoyable
Acerca de Programa especializado: Sistemas de recomendación

Preguntas Frecuentes
¿Cuándo podré acceder a las lecciones y tareas?
¿Qué recibiré si me suscribo a este Programa especializado?
¿Hay ayuda económica disponible?
¿Tienes más preguntas? Visita el Centro de Ayuda al Estudiante.