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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…
Carlos E. Perez
Jul 28
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…
Carlos E. Perez
Apr 8, 2017
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…
Carlos E. Perez
Apr 8
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Fake Intuitive Explanations in AI
Fake Intuitive Explanations in AI
Cassie Kozyrkov has just written a good take on why “Explainable AI won’t deliver”. Her take is the best survey of ideas I have seen on…
Carlos E. Perez
Nov 19
Optimal Transport Theory the New Math for Deep Learning
Optimal Transport Theory the New Math for Deep Learning
So there’s this mathematician who also happens to be a member of parliament of the French government. Cédric Villani, fields medalist in…
Carlos E. Perez
Nov 17
The Delusion of Infinite Precision Numbers
The Delusion of Infinite Precision Numbers
Real numbers are not real. The argument is simple, real numbers cannot reflect reality (i.e. not real) because they assume to have…
Carlos E. Perez
Nov 17
Touch (Not Vision) is the Foundation of Human Cognition
Touch (Not Vision) is the Foundation of Human Cognition
A vast majority of AI researchers are looking at the wrong place when it comes to developing general intelligence. You see, the missing…
Carlos E. Perez
Nov 12
Information Modularity is Why Nature Innovates
Information Modularity is Why Nature Innovates
For those inclined, we all seek a holistic and complete narrative the explains nature. This need for a gestalt interpretation of our…
Carlos E. Perez
Nov 12
The Explosive Fusion of Intuition with Logic in Deep Learning
The Explosive Fusion of Intuition with Logic in Deep Learning
The low hanging fruit in present day Deep Learning (DL) research can be found in the area where conventional logical systems are combined…
Carlos E. Perez
Nov 11
A Generative Model for Discovering the Unknown
A Generative Model for Discovering the Unknown
In a previous article I wrote about an actor’s state of knowing. In this article, I will explore the limits of knowing to better…
Carlos E. Perez
Nov 10
How to Bootstrap Complex Skills with Unknown Rewards
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How to Bootstrap Complex Skills with Unknown Rewards
If you’ve ever wondered why many of the well publicized accomplishments in AI are difficult to translate into real world applications?
Carlos E. Perez
Oct 27
Why AGI is Achievable in Five Years
Why AGI is Achievable in Five Years
Ilya Stuskever of OpenAI is one of the most prominent advocates of the idea that ‘Brute force computation’ is all you will ever need. You…
Carlos E. Perez
Oct 25
Intuitive Relational Reasoning for Deep Learning
Intuitive Relational Reasoning for Deep Learning
In June of this year (2018), a position paper was written by a large group of 27 researchers from DeepMind, Google Brain, MIT and the…
Carlos E. Perez
Oct 19
Human Inspired Memory Patterns in Deep Learning
Human Inspired Memory Patterns in Deep Learning
The initial excitement of the promise of solving intelligence via brute force gradient descent (i.e. Deep Learning) has hit a plateau…
Carlos E. Perez
Oct 18
Where is the Artificial Ingenuity in Deep Learning?
Where is the Artificial Ingenuity in Deep Learning?
What is ingenuity and where does it originate from?
Carlos E. Perez
Oct 16
The Asymmetry of Information Discovery and Causal Entropy
The Asymmetry of Information Discovery and Causal Entropy
One of my favorite tools for discovering new ideas is Twitter The brevity and informal nature…
Carlos E. Perez
Oct 14
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