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The Two Phases of Gradient Descent in Deep Learning
The Two Phases of Gradient Descent in Deep Learning
Thanks to great experimental work by several research groups studying the behavior of Stochastic Gradient Descent (SGD), we are…
Carlos E. Perez
Mar 31
Businesses Need Artificial “Specialist” Intelligence, Not the Other Kind
Businesses Need Artificial “Specialist” Intelligence, Not the Other...
Here is the stark reality about businesses, we need specialists to do almost all our jobs. What this means in terms of the development of…
Carlos E. Perez
May 8
Taxonomy of Methods for Deep Meta Learning
Taxonomy of Methods for Deep Meta Learning
Let’s talk about Meta-Learning because this is one confusing topic. I wrote a previous post about Deconstructing Meta-Learning which…
Carlos E. Perez
Mar 5
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Why AlphaGo Zero is a Quantum Leap Forward in Deep Learning
Why AlphaGo Zero is a Quantum Leap Forward in Deep Learning
The 1983 movie “War Games” has a memorable climax where the supercomputer known as WOPR (War Operation Plan Response) is asked to train on…
Carlos E. Perez
Oct 22
Natural Stupidity is more Dangerous than Artificial Intelligence
Natural Stupidity is more Dangerous than Artificial Intelligence
Do you know what’s more dangerous than artificial intelligence? Natural stupidity. In this article, I will explore natural stupidity in…
Carlos E. Perez
Oct 14
Exploration, Exploitation and Imperfect Representation in Deep Learning
Exploration, Exploitation and Imperfect Representation in Deep Learning
The algorithms of learning can be coarsely abstracted as being a balance of exploration and exploitation. A balanced strategy is followed…
Carlos E. Perez
Oct 7
The Coordination of Intuition and Rational Intelligence
The Coordination of Intuition and Rational Intelligence
In my writings, I’ve continually emphasized the nature of the human mind as that of consisting of two cognitive systems. That is, the mind…
Carlos E. Perez
Oct 3
Google and Uber’s Best Practices for Deep Learning
Google and Uber’s Best Practices for Deep Learning
There is more to building a sustainable Deep Learning solution that what is provided by Deep Learning frameworks like TensorFlow and…
Carlos E. Perez
Oct 3
Are Biological Brains Just Made up of NAND Gates?
Are Biological Brains Just Made up of NAND Gates?
I’ve come up with perhaps a controversial opinion as to how biological brains work. I am posting this to facilitate more discussion. I have…
Carlos E. Perez
Sep 26
Should Deep Learning use Complex Numbers?
Should Deep Learning use Complex Numbers?
Is it not odd to anyone that Deep Learning uses only real numbers? Or perhaps, it would be even odder if Deep Learning uses complex numbers…
Carlos E. Perez
Sep 24
Is Deep Learning Innovation Just Due to Brute Force?
Is Deep Learning Innovation Just Due to Brute Force?
You have to wonder these days about the practice of Deep Learning. It indeed is akin to the black arts. Incorporating lots of alchemy and…
Carlos E. Perez
Sep 23
Peter Dinklage Explains Intuition
Peter Dinklage Explains Intuition
Peter Dinklage explains two of my favorite subjects. This is intuition and how it fuzes with technology. Very well done and is a good pitch…
Carlos E. Perez
Sep 23
AMD’s Open Source Deep Learning Strategy
AMD’s Open Source Deep Learning Strategy
When a company starts using disruptive technology or a disruptive business model, the results can be spectacular and can leave the…
Carlos E. Perez
Sep 21
Why we should be Deeply Suspicious of BackPropagation
Why we should be Deeply Suspicious of BackPropagation
Geoffrey Hinton has finally expressed what many have been uneasy about. In a recent AI conference, Hinton remarked that he was “deeply…
Carlos E. Perez
Sep 16
The Deep Learning Many Body Problem
The Deep Learning Many Body Problem
The “Many Body Problem” (aka N-Body Problem) is a problem that appears simple enough but in fact highlights the difficulty of present day…
Carlos E. Perez
Sep 16
High Time to Regulate Face Recognition A.I.
High Time to Regulate Face Recognition A.I.
We’ve reached a tipping point where it is now high time that we start the conversation of regulating Face Recognition Artificial…
Carlos E. Perez
Sep 13
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