#NumPy

Partial sums of geometric series. Made with #Python #NumPy #Matplotlib inside a #marimo notebook.

Can randomness in physical systems be harnessed for computation? Made with #python #numpy #matplotlib

x>0 breaks the symmetry of the eigenvalues distribution. Made with #python, #matplotlib and #numpy.

i wrote #beginner level book teaching #deeplearning its goal is to be the easiest intro possible each lesson builds a neural component *from scratch* in #NumPy each *from scratch* toy code example is in the #Github below #100DaysOfMLCode

💥 An amazing cheatsheet for NumPy! Source: LearnBay #NumPy #CheatSheet #DataScience

This #Python cheat sheet is a handy reference with code samples for doing linear algebra with #SciPy and interacting with #NumPy.

i wrote a #beginner level book teaching Deep Learning its goal is to be the easiest intro possible each lesson builds a neural component *from scratch* in #NumPy each *from scratch* toy code example is in the #notebooks below

Roots of parametric polynomials. Made with #python, #matplotlib, #numpy and #sympy.

Take two large random matrices and linearly interpolate between them at several hundred steps. Compute the eigenvalues for each interpolated matrix, then plot them in the complex plane. The result is shown here. Made with #python #numpy #matplotlib

💥 Here is an amazing cheatsheet for NumPy! source: DataQuest #NumPy #CheatSheet #DataScience

This one is my favorite. Roots of parametric polynomials animation. Made with #python, #matplotlib, #numpy and #sympy.

Each blob is an eigenvalue. At every frame, I apply small random perturbations and compute eigenvalues each time, this builds the blobs. A real parameter t drives the animation. Thanks to @reidatcheson for making me think about pseudospectra. Made with #python #numpy #matplotlib

Numpy Cheat Sheet Functions and Operations #Numpy #python #programming #developer #programmer #coding #coder #softwaredeveloper #computerscience #webdev #webdeveloper #webdevelopment #pythonprogramming #pythonquiz #ai #ml #machinelearning #datascience

Machine Learning From Scratch In Python - Full Course With 12 Algorithms (5 HOURS) #python #machinelearning #numpy #datascience #developer #algorithms

Roots of parametric polynomials animation. Made with #python, #matplotlib, #numpy and #sympy.

Made with #python #numpy #matplotlib

Eigenvalues of random matrices Made with #python #numpy #matplotlib and #marimo

The two blobs show the eigenvalues of a 2×2 matrix. At every frame, I apply small random perturbations to the matrix entries and compute eigenvalues, this builds the blobs. A real parameter t drives the animation. Made with #python #numpy #matplotlib

Polynomial roots. Made with #python, #matplotlib and #numpy.

15 Most Used Libraries by Data Scientist #python #numpy #scipy #pupyter #pandas #scikitlearn #pytorch #matplotlib #beautifulsoup #plotly #sqlalchemy #opencv #pyspark #nltk #flask #programming #developer #programmer #coding #machinelearning #datascience