There are 10 repositories under learning-analytics topic.
Standards-based learning record warehouse built for a scalable learning analytics environment.
My Learning Analytics (MyLA)
:gear: Ralph, the ultimate Learning Record Store (and more!) for your learning analytics
EdOptimize is an open-source learning analytics platform for K-12 digital learning systems.
Scikit-learn style implementation of Deep Knowledge Tracing models based on pytorch.
This workshop introduces participants to the Learning Analytics (LA), and provides a brief overview of LA methodologies, literature, applications, and ethical issues as they relate to STEM education.
たまに追加される論文メモ
Terracotta (a portmanteau of Tool for Education Research with RAndomized COnTrolled TriAls) is a plug-in to the learning management system that allows the contents of online assignments to be differentiated for experimental treatment variations, and to be assigned randomly to different groups of students. Terracotta also enables privacy protections for student participants, such as informed consent that is hidden from the teacher, filtering of non-consenting participants from result summaries and data exports, and removal of student identifiers from these exports. Terracotta's goal is to lower the technical and methodological barriers to conducting more rigorous and responsible education research.
An annotated corpus of discussion forum threads from Massive Open Online Courses.
This is a work-in-progress repository for a deep learning based moderator agent for critical discourse in discussion forums.
RISE Analysis in R
Aggregation of GitHub activities and transformation in Pandas Dataframes
Text Mining in Education Learning Labs demonstrate how text mining can be applied in STEM education research and provide LASER Institute scholars hands-on experience with popular techniques for collecting, processing, and analyzing text-based data.
Research implementation on students' success with Data Analytics
Module Progress is a Python script and Tableau workbook for visualizing students progress in a Canvas course.
A Moodle report plugin for displaying information about the users interactions with the labs in EJSApp activities
Learning analytics data visualisation components
Accessible Learning Analytic
Learning Analytics dashboard for Twitter-facilitated teaching
Open source application to sonify learning analytics data based on users preference. Designed to be used as a data exploration tool.
Automated identification of students at risk of evasion and with the need to reinforce learning using classification algorithm and knowledge modeling.
repository for learning analytics course
An R package containing OULAD dataset.
Learning Analytics Hackathon 2018
🧠 💡 🤖 Projects based in Machine Learning Labs. This projects was built using Jupyter Notebook, iPython, Python, Anaconda, Spyder IDE and JetBrains PyCharm. This repository it's based in some practical lab exercises and examples related with Machine Learning, using some libraries like NumPy, Matplotlib, SciPy, Pandas and TensorFlow to work on some datasets, among many others!
This introductory course is designed to prepare education researchers and practitioners to apply network analysis in order to better understand and improve student learning and the contexts in which learning occurs.
This fork of IMS Global's public release of caliper-php includes additional features needed at Univ. of Michigan. These features may be added to caliper-php in the near future. This had been archived, but has been unarchived following 1EdTech making its caliper-php private.
A crawler for Coursera
Scripts for the OpenLRW API
Explore {learnitdown} data using a dashboard (learning analytics)
A repository with Python code, in the form of understandable Jupyter Notebooks, to facilitate federated learning with the educational analytics datasets OULAD, EdNet, and KDD Cup 2015.
Personalized Learning System