LearningMachine

Michael ZHANG

How to learn?

Learn from Experience

Computers Stop Squinting and Open Their Eyes

Error rates on a popular image recognition challenge. Source: Bloomberg

Machine Learning Algorithm

Data Learning Performance

CoursesDemograp

hic

Library Network Marks

Predict Student Grades

Support Decision-Making

Lower Drop-Out Rates

Predict Course Success

3. Data Presentation2. Data Analysis1. Data Acquisition

Reference: Learning Analytics in Higher Education. A review of UK and international practice Full report. April 2016.

StudentAPPStudent

ConsentServices

Alert &Intervention

Staff Dashboard

Self-Declared Data

Student Info System(Project Transform)E-Learning (Moodle)…

Library check in/out

Learning Records Warehouse Learning

Analytics Processor

Machine Learning for Student Learning Analytics

Case Studies

The UK is now starting to wake up to the possibilities that learning analytics provides.1.Traffic Lights and Interventions: Signals at Purdue University2.Analysing use of the VLE at the University of Maryland, Baltimore County3.Identifying at-risk students at New York Institute of Technology4.Fine-grained analysis of student data at California State University5.Transferring predictive models to other institutions from Marist College6.Enhancing retention at Edith Cowan University7.Early alert at the University of New England8.Developing an ‘analytics mind-set’ at the Open University9.Predictive analytics at Nottingham Trent University10.Analysing social networks at the University of Wollongong11.Personalised pathway planning at Open Universities Australia

iLAVS