Humans and Algorithms Who understands whom? - Human Data...
Transcript of Humans and Algorithms Who understands whom? - Human Data...
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Humans and AlgorithmsWho understands whom?
Dr. André Calero Valdez
Leader of Research Group: “Human-Algorithm Interaction”RWTH Aachen University
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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
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It’s all fake!
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talktotransformer.com
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talktotransformer.com
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Human-Algorithm Interaction
Computer Science + Psychology
Research
Fake News
Privacy
Human-in-the-loop AI
Visualizations
André Calero Valdez @
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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
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Just how much information is this?
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130,000x back and forth
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16 days
For all 130,000 roundtrips:
5,700 years
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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
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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
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Information Overload
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Algorithms in social media
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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
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Interaction of Human and AI
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Availability of AI
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Toolkits, Design Spaces, Platforms
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Cognitive Biases
Systematic errors in thinking and perception
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The garden of forking paths
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Uncertainty Visualization
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Ethical Implications
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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?
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