Making Sense of Machine Learning: Integrating Youth's Conceptual, Creative, and Critical Understandings of AI

05/04/2023
by   Luis Morales-Navarro, et al.
0

Understanding how youth make sense of machine learning and how learning about machine learning can be supported in and out of school is more relevant than ever before as young people interact with machine learning powered applications everyday; while connecting with friends, listening to music, playing games, or attending school. In this symposium, we present different perspectives on understanding how learners make sense of machine learning in their everyday lives, how sensemaking of machine learning can be supported in and out of school through the construction of applications, and how youth critically evaluate machine learning powered systems. We discuss how sensemaking of machine learning applications involves the development and integration of conceptual, creative, and critical understandings that are increasingly important to prepare youth to participate in the world.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/07/2022

Robustness and Usefulness in AI Explanation Methods

Explainability in machine learning has become incredibly important as ma...
research
04/06/2020

Levels of Analysis for Machine Learning

Machine learning is currently involved in some of the most vigorous deba...
research
01/28/2019

A Framework for Understanding Unintended Consequences of Machine Learning

As machine learning increasingly affects people and society, it is impor...
research
07/14/2019

The Bach Doodle: Approachable music composition with machine learning at scale

To make music composition more approachable, we designed the first AI-po...
research
06/27/2021

Pairing Conceptual Modeling with Machine Learning

Both conceptual modeling and machine learning have long been recognized ...
research
04/19/2023

How to Do Things with Deep Learning Code

The premise of this article is that a basic understanding of the composi...
research
06/10/2021

Next-Gen Machine Learning Supported Diagnostic Systems for Spacecraft

Future short or long-term space missions require a new generation of mon...

Please sign up or login with your details

Forgot password? Click here to reset