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Thoughts on Data Science, Machine Learning, and AI

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Effective Operators for Eigenvalues and Clustering

I a previous post, I introduced the Effective Regression Operator for supervised (and semi-supervised) Machine Learning problems.  Here, I will…

Effective Operators part 2: Simple SemiSupervised Learning

We consider a very common example of Machine Learning problem as an application to the Effective Operator Framework:  Simple SemiSupervised…

Kernels and Quantum Gravity Part 3: Coherent States

This would not be a pedagogic machine learning blog if I did not go into some overly abstract formalism…here we…

Dimensional Reduction via an Effective Operator

Introduction Frequently in science, simple models work well beyond their expected range of accuracy and application, and can be essential…

Kernels Part 2: Affine Quantum Gravity, continued

What is a Kernel?  Really?   What is the actual mathematical motivation? Most machine learning texts introduce the Kernel  as…

Kernels Part 2: Affine Quantum Gravity

Coming from Physics / Physical Chemistry, where Hilbert Spaces and Green’s Functions are everywhere, and the notation is just Dirac…

Kernels Part 1: What is an RBF Kernel? Really?

My first blog on machine learning is to discuss a pet peeve I have about working in the industry, namely…

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