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Beyond Machine Learning: Capturing Cause-and-Effect Relationships

Irving Wladawsky-Berger

Deep learning is a powerful statistical technique for classifying patterns using large training data sets and multi-layer AI neural networks. Machine learning is a statistical modelling technique, like data mining and business analytics , which finds and correlates patterns between inputs and outputs without necessarily capturing their cause-and-effect relationships. Why are there such universal human activity patterns?

Artificial Intelligence for Good: A Few Good Articles To Read #AI4Good

Beth Kanter

” He is reminding of us of shiny object syndrome and to be skeptical of technology in search of solutions. I shared a few more examples of AI-driven fundraising here ) 3) Campaign Content: Examples of nonprofits using Quilt.AI , which takes every organization’s digital imprint and lets a nonprofit to better understand data patterns in large amount of data to predict changes in human behavior.

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Your Art, My Art

Stephen Downes: Half an Hour

What they have in common is that the woman in both cases - or, at least, the image of the woman - is the 'product' being sold. December 31, 1983, production company?: ?Fairbanks According to Wikipedia, " Fairey found a photograph of Obama using Google Image Search (eventually revealed to be an April 2006 photo by freelancer Mannie Garcia for The Associated Press ) and created the original poster design in a single day."

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The Social Network Is the Computer

Irving Wladawsky-Berger

billion in 2019; YouTube grew from 20 million users in 2006 to around 2 billion in 2019; and WhatsApp from 300 million users in 2013 to also around 2 billion.

Educational Research in Learning Technology

Stephen Downes: Half an Hour

Unfortunately, ‘the vast array of literature involving learning technology evaluation makes it challenging to acquire an accurate sense of the different aspects of learning that are evaluated, and the possible approaches that can be used to evaluate them’ (Lai & Bower, 2019). A wider search may reveal more such articles. Search I have argued many times that 'education is not a search problem'. 2019) which caught my eye.

Ethical Codes and Learning Analytics

Stephen Downes: Half an Hour

2019) Ethical Codes As Standards of Conduct While ethics commonly applies to people in general, there is a specific class of ethics that applies to people by virtue of their membership in a professional group. Modern analytics is based mostly in machine learning and neural networks, and these in turn provide algorithms for pattern recognition, regression, and clustering. 2019) Similar functionality is also provided by IMS Global’s Caliper learning analytics (Oakleaf, et.al.,