A New Capability Maturity Model for Deep Learning

Carlos E. Perez
Jul 28, 2018 · 8 min read
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Photo by yang miao on Unsplash
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Five Capability Levels of Deep Learning (Now Revised!)

“Reasoning and learning are two sides of the same coin.”

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“The usefulness of a well informed capability maturity model is that it allows us to get an accurate sense of progress in AI.”

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See: https://medium.com/intuitionmachine/moravecs-paradox-implies-that-agi-is-closer-than-we-think-9011048bc4a1
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DL CMM Level 1 - Representation originates from environment
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CMM Level 2 — Representation from environment, actions influenced by internal world model.
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DL CMM Level 3 — Predictions originate from World Model, Representation driven by interaction.
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DL CMM Level 4 — World model includes representation of self and goals.
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DL CMM Level 5. Context includes reasoning about other selves.
A panel discussion with Yudea Pearl and other DL experts discussing the causality ladder (level 1, 3 and 4)
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Explore Deep Learning: Artificial Intuition: The Improbable Deep Learning Revolution
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Exploit Deep Learning: The Deep Learning AI Playbook

Intuition Machine

Deep Learning Patterns, Methodology and Strategy

Carlos E. Perez

Written by

Author of Artificial Intuition and the Deep Learning Playbook — http://linkedin.com/in/ceperez https://twitter.com/IntuitMachine

Intuition Machine

Deep Learning Patterns, Methodology and Strategy

Carlos E. Perez

Written by

Author of Artificial Intuition and the Deep Learning Playbook — http://linkedin.com/in/ceperez https://twitter.com/IntuitMachine

Intuition Machine

Deep Learning Patterns, Methodology and Strategy

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