ml-pen-and-paper-exercises
Reals-as-Oracles
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TeX | TeX | |
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ml-pen-and-paper-exercises
- Pen and paper exercises in machine learning
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Pen and Paper Exercises in Machine Learning - 211 Pages - Michael U. Gutmann - 2022
Github Repo: https://github.com/michaelgutmann/ml-pen-and-paper-exercises
Reals-as-Oracles
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Math Limitations
I think having a language that helps understand those limitations is a useful achievement. Much of mathematics does have that. A notable exception is the definition of real numbers. They are usually presented as a string of infinite decimals, or a converging sequence, or a set of numbers less than something. All of those notions obscure the basic limitation of knowing the real number and give a veneer of similarity to rational number. Rational numbers are numbers that we can have in our hand while irrational numbers are ones which we can never have. It is important to have a setup that respects that difference.
This is what motivated me to come up with a new definition of real numbers, namely, they are objects (I call them oracles) that answer Yes or No when asked if the number ought to be between two given rational numbers. Abstracting out what properties such an object should have, one can come up with a space of these oracles, define an arithmetic, and prove that they satisfy the axioms of real numbers.
For details: https://github.com/jostylr/Reals-as-Oracles/
In many ways, this is giving a definitional support to the use of interval analysis which is, of course, a very practical concern. It also brings our some cool stuff about mediants and continued fractions (nothing new about that, but nicely motivated).
It also fits in with the adjacent post about busy beaver numbers and its conclusion about knowing a number is in an interval.
What are some alternatives?
LaTeX-examples - Examples for the usage of LaTeX
the_statistics_handbook - the statistics handbook open source repository
maths_book - Planning for an entire maths LaTeX book
ra - Basic Analysis, undergraduate real analysis textbook
diffyqs - Notes on Diffy Qs, a textbook for differential equations
internal-methods - Notes on how to use the internal language of toposes in algebraic geometry