Big Data and Education

Curso

Inglês

48 h

Fonte

De www.edx.org

CONDIÇÕES

Individualizado
Acesso livre
Certificado pago

Mais informações

8 sequências
Advanced Level

Their employees are learning daily with

Saiba mais

Detalhes do curso

Programa de Estudos

Week 1: Prediction Modeling
Regressors
Classifiers

Week 2: Model Goodness and Validation
Detector Confidence
Diagnostic Metrics
* Cross-Validation and Over-Fitting

Week 3: Behavior Detection and Feature Engineering
Ground Truth for Behavior Detection
Data Synchronization and Grain Size
Feature Engineering
Knowledge Engineering

Week 4: Knowledge Inference
Knowledge Inference
Bayesian Knowledge Tracing (BKT)
Performance Factor Analysis
Item Response Theory

Week 5: Relationship Mining
Correlation Mining
Causal Mining
Association Rule Mining
Sequential Pattern Mining
* Network Analysis

Week 6: Visualization
Learning Curves
Moment by Moment Learning Graphs
Scatter Plots
State Space Diagrams
* Other Awesome EDM Visualizations

Week 7: Structure Discovery
Clustering
Validation and Selection
Factor Analysis
Knowledge Inference Structures

Week 8: Discovery with Models
Discovery with Models
Text Mining
* Hidden Markov Models

Pré-requisito

Basic knowledge of statistics, data mining, mathematical modeling, or algorithms is recommended. Experience with programming is not required.

Instrutores

Ryan Baker
Associate Professor
University of Pennsylvania

Editor

A Universidade da Pensilvânia (vulgarmente conhecida como Penn), fundada em 1740, é uma universidade privada situada em Filadélfia, Pensilvânia, EUA. Membro da Ivy League, a Penn é a quarta instituição de ensino superior mais antiga dos Estados Unidos e considera-se a primeira universidade dos Estados Unidos a oferecer cursos de licenciatura e pós-graduação.

Plataforma

EdX est une plateforme d'apprentissage en ligne (dite FLOT ou MOOC). Elle héberge et met gratuitement à disposition des cours en ligne de niveau universitaire à travers le monde entier. Elle mène également des recherches sur l'apprentissage en ligne et la façon dont les utilisateurs utilisent celle-ci. Elle est à but non lucratif et la plateforme utilise un logiciel open source.

EdX a été fondée par le Massachusetts Institute of Technology et par l'université Harvard en mai 2012. En 2014, environ 50 écoles, associations et organisations internationales offrent ou projettent d'offrir des cours sur EdX. En juillet 2014, elle avait plus de 2,5 millions d'utilisateurs suivant plus de 200 cours en ligne.

Les deux universités américaines qui financent la plateforme ont investi 60 millions USD dans son développement. La plateforme France Université Numérique utilise la technologie openedX, supportée par Google.

(nenhuma revisão)

Conclua este recurso para fazer uma avaliação