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?