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A New Capability Maturity Model for Deep Learning

A New Capability Maturity Model for Deep Learning

How can we understand progress in Deep Learning without a map? I created one such map a couple years ago, but this map needs a drastic…
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Carlos E. Perez
Introducing the Deep Learning AI Canvas

Introducing the Deep Learning AI Canvas

One of the big mysteries of Deep Learning is, how do we apply this disruptive new AI technology to improving our businesses? There are…
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Carlos E. Perez
How Human and Deep Learning Perception are Very Different

How Human and Deep Learning Perception are Very Different

How do we perceive the world? To understand this, let us explore how we incorrectly perceive the world. The ‘glitches in the matrix’ shall…
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Carlos E. Perez
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A New Book on the Emergence of Empathy and Therefore General Intelligence

A New Book on the Emergence of Empathy and Therefore General Intelligence

It is early 2020 and the world is on a trajectory towards a global pandemic across covering 5 continents. Despite humanity’s incredible…
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Carlos E. Perez
Mimetics is to Deep Learning as Memetics is to Deep Ingenuity

Mimetics is to Deep Learning as Memetics is to Deep Ingenuity

Erik Hoel (@erikhoel) wrote a wonderful essay (The Semantic Apocalypse) about the astonishing ability of Deep Learning human creativity…
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Carlos E. Perez
Nano-Empathic Emergence — A Different Kind of Meta-Learning

Nano-Empathic Emergence — A Different Kind of Meta-Learning

Deep Learning researchers like to use the moniker ‘Meta Learning’ as a catch-all expression for “learning how to learn”. I’ve written…
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Carlos E. Perez
How Reasoning Emerges from Intuition

How Reasoning Emerges from Intuition

Left unanswered is the question of how human reasoning emerges from an intuition machine.
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Carlos E. Perez
Deep Learning and an Information Theory of Aging

Deep Learning and an Information Theory of Aging

By sheer serendipity, I stumbled upon David Sinclair (@davidasinclair) information theory of aging. Sinclair has spent his career in the…
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Carlos E. Perez
Three Perspective Visual Illusion

Three Perspective Visual Illusion

Most illusions alternate between two different perspectives. Here’s one that has the unique characteristic that it alternates between…
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Carlos E. Perez
The Illusion of Technological Permanence

The Illusion of Technological Permanence

Diminishing returns and R&D. Any new research field has a problem where low hanging fruit is picked first and those, who are first…
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Carlos E. Perez
Discovering Innovative Deep Learning Solutions

Discovering Innovative Deep Learning Solutions

The first step in developing an AI solution is to first identify a customer’s needs. I’ve begun to use Wardley Maps in my analysis of…
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Carlos E. Perez
Scaling to AGI via the Emergent Self and Conversations

Scaling to AGI via the Emergent Self and Conversations

The oddest thing about Artificial Neural Networks is that they actually work despite being based on a completely false model of a…
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Carlos E. Perez
Humans are Empathy Machines

Humans are Empathy Machines

“We Are Not Thinking Machines. We Are Feeling Machines That Think.” — Antonio Damasio
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Carlos E. Perez
In Search of a Universal Theory of Intelligence

In Search of a Universal Theory of Intelligence

Ricard Sole is wondering how biological brains can be compared with electronic computers. They are of course different, but he wonders how…
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Carlos E. Perez
A New Information Theory of Consciousness and Motivation

A New Information Theory of Consciousness and Motivation

The folks at ARAYA in Japan have published a new theory of consciousness called Information Closure Theory (ICT) ( see…
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Carlos E. Perez
Bridging the Semantic Gap via Symbol Detachment

Bridging the Semantic Gap via Symbol Detachment

In my previously described Capability Maturity Model for Deep Learning, I discussed hybrid systems at Level II. Dual Process (or Hybrid)…
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Carlos E. Perez
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