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Intuition, Innovation and the Limits of Deep Learning Generalization
Intuition, Innovation and the Limits of Deep Learning Generalization
How is intuition developed? How does this lead to innovation? What does this have to do with Deep Learning?
Carlos E. Perez
Feb 25
Artificial Intuition — A Breakthrough Cognitive Paradigm
Artificial Intuition — A Breakthrough Cognitive Paradigm
In a previous post, I introduced the Meta Meta-Model of Deep Learning. However, I did not introduce its details. A word of warning for the…
Carlos E. Perez
Feb 12
Ten Deserving Deep Learning Papers that were Rejected at ICLR 2017
Ten Deserving Deep Learning Papers that were Rejected at ICLR 2017
I first wrote about the deluge of papers that were submitted to ICLR 2017. The paper I described “Rethinking Generalization”. Very curious…
Carlos E. Perez
Feb 8
Latest
Writing Travel Blogs with Deep Learning
Writing Travel Blogs with Deep Learning
We all got excited with the recent developments of deep neural networks. Among the different applications of deep learning, Natural…
Simone Romano
Apr 25
Deep Learning Unknowable Knowns
Deep Learning Unknowable Knowns
One good way to frame the question of the limits of Deep Learning is in the context of the Principle of Computational Equivalence by…
Carlos E. Perez
Apr 23
Kubernetes + GPUs 💙 Tensorflow
Kubernetes + GPUs 💙 Tensorflow
A little while ago I wrote a series of blog posts about Deep Learning and Kubernetes, using the Canonical Distribution of Kubernetes (CDK…
Samuel Cozannet
Apr 20
How we commoditized GPUs for Kubernetes
How we commoditized GPUs for Kubernetes
[Edit] A careful reader informed me (thanks for that HN user puzzle) that it is no longer required to run in privileged mode to access the…
Samuel Cozannet
Apr 18
Is Exponential Growth in Deep Learning leading to AGI?
Is Exponential Growth in Deep Learning leading to AGI?
It is important to have an Artificial General Intelligence (AGI) roadmap. Not because we are going to achieve this anytime soon, but rather…
Carlos E. Perez
Apr 17
Deep Learning Canvas and Viral Product Development
Deep Learning Canvas and Viral Product Development
In the breakneck Deep Learning research field, the obsession is to dish out innovative research as quickly as possible so as to avoid being…
Carlos E. Perez
Apr 16
The Black Magic and Alchemy of Deep Learning
The Black Magic and Alchemy of Deep Learning
The practice of Deep Learning is vastly outpacing theory. This is despite the incredible number of Deep Learning papers that are published…
Carlos E. Perez
Apr 16
Cognitive Architectures
Cognitive Architectures
General human-level artificial intelligence, or AGI, has certain specific requirements. These cannot be met by current machine learning…
Peter Voss
Apr 15
How Algorithms and Authoritarianism Created a Corporate Nightmare at United
How Algorithms and Authoritarianism Created a Corporate Nightmare at United
Guest post by John Robb
Carlos E. Perez
Apr 14
The Deep Learning Roadmap
The Deep Learning Roadmap
It just occurred to me, that after a couple of years tracking Deep Learning developments, that nobody has even bothered to create a map of…
Carlos E. Perez
Apr 13
Introducing the Deep Learning Canvas
Introducing the Deep Learning Canvas
One of the big mysteries of Deep Learning is, how do we apply this disruptive new technology to improving our business? There are plenty of…
Carlos E. Perez
Apr 8
The Next AI Milestone: Bridging the Semantic Gap
The Next AI Milestone: Bridging the Semantic Gap
John Launchbury of DARPA has an excellent video that I recommend everyone watch ( viewing just the slides will give one a wrong impression…
Carlos E. Perez
Apr 5
Google’s AI Processor’s (TPU) Heart Throbbing Inspiration
Google’s AI Processor’s (TPU) Heart Throbbing Inspiration
Google has finally released the technical details of its its Tensor Process Unit (TPU) ASIC. Surprisingly, at its core, you find something…
Carlos E. Perez
Apr 5
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