Elevation of Machine Learning Security Game

Name: Elevation of Machine Learning Security Game
Brand: Agile Stationery
Price: 28.80 GBP
Availability: InStock

£28.80

Outcome

Identify security work that needs doing earlier in the project lifecycle. Defuse difficult relationships. Build trust. Bring teams together in peace and harmony.

Made by Agile Stationery

Experts in delivering the right kind of conversations. Slick cards in robust boxes. The best there is outside the casinos.

68 cards

Created by Elias Brattli Sørensen, Elevation of MLSec is a threat modeling card game inspired by Adam Shostack’s Elevation of Privilege game, and based on the risk framework published by the Berryville Institute of Machine Learning (BIML).

These playing cards portray risks associated with Machine Learning systems that have been identified by research groups.

The cards are arranged in 4 threat categories (or "suits"). The ten components from the BIML-78 risk analysis are mapped to these 4 suits:

Dataset risks (Raw, Training, Assembly)
Model risks (Algorithm, Evaluation, Model)
Input risks
Output risks

The inference risks and system wide risks are applied to categories where the individual risk fits best. There are also a few LLM risks to give the deck a little flavour.

Set the stage

Before dealing, sketch a simple diagram of the system on a whiteboard, paper, or digital tool, just enough to show key components and data flows.
Deal the cards

Shuffle the deck and deal all the cards to 3-6 players. Each player organizes their hand by suit (but no peeking at your neighbour’s cards!).
Let the game begin

Decide which player starts. The player who starts reads their card and explains how the threat could affect the system.
Winning

Players take turns with the threats in that suit, with the highest card winning the round. The winner leads the next
round until all cards are played.

Hybrid teams? No problem

Play our threat modeling games remotely
with the power of physical cards!

Croupier

Elevation of Machine Learning Security Game

Outcome

Made by Agile Stationery

How to play?

Set the stage

Deal the cards

Let the game begin

Winning

Hybrid teams? No problem

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