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Meta-heuristic optimization
These are all drafts, by the way. They are not meant to be perfect or to convey all the information I wish to convey flawlessly. My blogs...
johnmcgaughey255
Jul 6, 20224 min read
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Dimensionality reduction and model interpretability
I would say that the main purpose of communication is to give a universal understanding of abstract ideas. An abstraction is, for my...
johnmcgaughey255
Mar 21, 20226 min read
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Introduction to convex and non-convex optimization problems
A convex set is a subset of a Euclidian (more specifically an Affine space), one in which the line between any two points in that subset...
johnmcgaughey255
Mar 21, 20225 min read
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Objective functions and action distributions in MARL
One thing that kind of goes unquestioned in the deep learning and reinforcement learning community is an agent having a fixed...
johnmcgaughey255
Feb 21, 20227 min read
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Should we model the world to predict the future?
We are taught to study the way things behave as a function of time. We organize our days by the hours, we write our functions with...
johnmcgaughey255
Feb 16, 20223 min read
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The fundamental Problem with Supervised Learning
The fundamental problem with supervised learning is that the learning of the optimal latent representation of the input data and the...
johnmcgaughey255
Jan 30, 20223 min read
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Probabilistic Inference Tasks for Latent Variable Models
I think it is important to realize that before anything else, deep learning and computer science are truly mathematical fields of study....
johnmcgaughey255
Jan 5, 20225 min read
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Properties of prevailing models
Does the sun go around the earth or does the earth go around the sun? You would surely answer that the earth goes around the sun - but...
johnmcgaughey255
Nov 1, 20214 min read
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Everything has a will to continue continuing.
In transportation engineering, there is a phenomenon called user equilibrium. As engineers, we will change a transportation structure in...
johnmcgaughey255
Oct 25, 20214 min read
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The beauty of meaninglessness
Meaninglessness is the most neutral thing there is, the word has no negative or positive connotation. Meaning is a really fundamental...
johnmcgaughey255
Oct 18, 20212 min read
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Where is the objectivity?
I’ve been meditating a lot recently, it has really calmed my mind and allowed me to think about things in a different way. I have also...
johnmcgaughey255
Oct 13, 20214 min read
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Self-competitive policy philosophical motivation
Wouldn’t it be nice if we could just do whatever we wanted all of the time with no future consequences. Get as drunk as you want and...
johnmcgaughey255
Sep 15, 20216 min read
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Traffic Lights
Cop lights, flashlights, spotlights, strobe lights, street lights… out of all of the lights we could talk about today I want to focus on...
johnmcgaughey255
Sep 4, 20215 min read
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Unsupervised learning part 2
One of the most popular uses for a standard autoencoder is for data compression. If I have a picture of a whale on my phone and I want to...
johnmcgaughey255
Jun 22, 20217 min read
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Unsupervised learning
Auto-encoders use two features. The first is the reconstruction element, which ensures that the data in an encoded state is still...
johnmcgaughey255
Jun 16, 20214 min read
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Critiquing beyond human understanding
One of my main goals is to get machines to look at the world like a human. I make inferences about how we think about things from our...
johnmcgaughey255
May 3, 20215 min read
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Final project is done!
I feel great about finishing my final project, so releaving, and just looking at my paper I feel proud of myself for accomplishing this....
johnmcgaughey255
Apr 12, 20211 min read
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Looking ahead
Looking ahead in the context of my future being purely a programmer, it honestly seems pretty dreary. I can’t see myself happy coding and...
johnmcgaughey255
Apr 5, 20212 min read
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Mental health
I don't really constrain myself to talking about or thinking about things specific to computer sceince, but somehow it always drifts back...
johnmcgaughey255
Mar 29, 20213 min read
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Seeing the world through a programmer's perspective
I think that to some extent or another, we are indeed programmed. From the celestial forces behind evolution to the way your parents...
johnmcgaughey255
Mar 22, 20213 min read
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