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Humans and Algorithms Who understands whom? Dr. André Calero Valdez Leader of Research Group: “Human-Algorithm Interaction” RWTH Aachen University
Humans and AlgorithmsWho understands whom?
Dr. André Calero Valdez
Leader of Research Group: “Human-Algorithm Interaction”RWTH Aachen University
OpenAI's new GptViz2 automatically producesvisualizations from data, optimizing for human insight.
The environment has significantly improved visualization performance
since its introduction in February, over 10x in a small number of tests.
"We've long been impressed by how quickly AI technology has improved
and how it's changed the way we organize data," said Rob Felt, co-founder
of DeepMind, the Google AI research team, and CEO of the DeepMind
Accelerator, a private venture accelerator focused on enabling AI research
and development in many disciplines. "The solution to PPT visualization's
challenge isn't a technical exercise, it's about engineering effective
visualizations for AI users and scientists and making the environment more
interactive.
Ivanid Oleggo
RT Editor – Technology & Innovation
Technology
15.02.2020 • 06:15 Uhr
It’s all fake!
talktotransformer.com
talktotransformer.com
Human-Algorithm Interaction
Computer Science + Psychology
Research
Fake News
Privacy
Human-in-the-loop AI
Visualizations
André Calero Valdez @
The Zettabyte Era
0 200 400 600 800 1000 1200
2013
2003
Total volume of digitally stored data in petabyte
1,000,000,000,000,000,000,000 Characters
Just how much information is this?
130,000x back and forth
16 days
For all 130,000 roundtrips:
5,700 years
The Zettabyte Era
0 200 400 600 800 1000 1200 1400 1600 1800 2000
2013
2003
Total volume of digitally stored data in petabyte
1,000,000,000,000,000,000,000 Characters
The Zettabyte Era
0 200 400 600 800 1000 1200 1400 1600 1800 2000
2018
2013
2003
Total volume of digitally stored data in petabyte
1,000,000,000,000,000,000,000 Characters
Information Overload
Algorithms in social media
Similar usersSimilar
articles
Read by both users
Read by her,
recommended to
him.
Recommended
to user
Read by user
Collaborative Filtering Content-based
Filtering
Filter andrecommenderalgorithms
Interaction of Human and AI
Availability of AI
Toolkits, Design Spaces, Platforms
Cognitive Biases
Systematic errors in thinking and perception
The garden of forking paths
Uncertainty Visualization
Ethical Implications
Could, would, should…
HOW ARE THE TOOLS THAT WE BUILD USED BY OTHERS?
ARE FUTURE USERS AWARE HUMAN/ALGORITHMIC
LIMITATIONS?
WHAT METRICS DO WE USE TO EVALUATE PERFORMANCE?
