Big Data and Education

Course
en
English
48 h
This content is rated 0 out of 5
Source
  • From www.edx.org
Conditions
  • Self-paced
  • Free Access
  • Fee-based Certificate
More info
  • 8 Sequences
  • Advanced Level

Their employees are learning daily with Edflex

  • Safran
  • Air France
  • TotalEnergies
  • Generali
Learn more

Course details

Syllabus

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

Prerequisite

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

Instructors

Ryan Baker
Associate Professor
University of Pennsylvania

Editor

The University of Pennsylvania (commonly known as Penn), founded in 1740, is a private university located in Philadelphia, Pennsylvania, USA. A member of the Ivy League, Penn is the fourth oldest institution of higher learning in the United States and considers itself the first university in the United States to offer both undergraduate and graduate degrees.

Platform

Harvard University, the Massachusetts Institute of Technology, and the University of California, Berkeley, are just some of the schools that you have at your fingertips with EdX. Through massive open online courses (MOOCs) from the world's best universities, you can develop your knowledge in literature, math, history, food and nutrition, and more. These online classes are taught by highly-regarded experts in the field. If you take a class on computer science through Harvard, you may be taught by David J. Malan, a senior lecturer on computer science at Harvard University for the School of Engineering and Applied Sciences. But there's not just one professor - you have access to the entire teaching staff, allowing you to receive feedback on assignments straight from the experts. Pursue a Verified Certificate to document your achievements and use your coursework for job and school applications, promotions, and more. EdX also works with top universities to conduct research, allowing them to learn more about learning. Using their findings, edX is able to provide students with the best and most effective courses, constantly enhancing the student experience.

This content is rated 4.5 out of 5
(no review)
This content is rated 4.5 out of 5
(no review)
Complete this resource to write a review