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AI security blog

All topics
min read
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Computer Vision

Case study: How Privately accelerated computer vision certification with Lakera.

Case Study: Find out how Privately was able to increase their SDO performance measures, such as 80% reduction in real-world failures and 10x faster development cycles — from roughly 2 weeks to 2 days.
David Haber
November 13, 2024
July 6, 2022
7
min read
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Computer Vision

Medical imaging as a serious prospect: Where are we at?

The promise these possibilities hold has put medical imaging in the lead of the race toward landing in hospitals. But that is not the end of the discussion…
Lakera Team
November 13, 2024
May 9, 2022
min read
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Machine Learning

Why ML testing is crucial for reliable computer vision.

Sounds like a lot of work? It used to be, but with the advent of artificial intelligence (AI) observability software, such assessments become as easy as training a new model.
Matthias Kraft
November 13, 2024
April 26, 2022
min read
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Computer Vision

The computer vision bias trilogy: Drift and monitoring.

Unforeseen data may be presented to the computer vision system during operation despite careful mitigation of datasets and shortcuts.
Lakera Team
November 13, 2024
April 19, 2022
min read
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Computer Vision

The computer vision bias trilogy: Shortcut learning.

Nobel Prize-winning economist, Daniel Kahneman once remarked “by their very nature, heuristic shortcuts will produce biases, and that is true for both humans and artificial intelligence, but their heuristics of AI are not necessarily the human ones”. This is certainly the case when we talk about “shortcut learning”.
Lakera Team
November 13, 2024
March 29, 2022
min read
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Computer Vision

The computer vision bias trilogy: Data representativity.

“Data is a reflection of the inequalities that exist in the world”. While this might be true, developers have great potential to curb bias in their computer vision systems.
Lakera Team
November 13, 2024
March 9, 2022
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