How-To Geek on MSN

I install these 9 Python tools on every new machine

These are my go-to libraries for Python data crunching.
GitHub

Quantum Singular Value Transformation (QSVT)

a notebook-first introduction to QSVT and QSP a reusable Python package for polynomial design, spectral transforms, and small PennyLane QSVT checks where the backend can synthesize the transform ...
GitHub

HOPE: High-order Polynomial Expansion of Black-box Neural Networks

For the high-order Taylor expansion of neural networks, we provide two implementations, HOPE and Autograd. Users can conveniently compute high-order derivatives of neural networks and obtain Taylor ...
C&EN

DFT-Based Permutationally Invariant Polynomial Potentials Capture the Twists and Turns of C 14 H 30

Creative Commons (CC): This is a Creative Commons license. Attribution (BY): Credit must be given to the creator. Hydrocarbons are ubiquitous as fuels, solvents, lubricants, and as the principal ...
Wired

Linear regression by hand

It only makes sense. I did linear regression in google docs and I did it for python. But what if you neither of those? Can you do it by hand? Why yes. Suppose I take the same data from the pylab ...