Estimating π with “fake circles” using Python. This short shows how to simulate the geometry, calculate the approximation step by step, and see how accuracy improves as the model gets refined. #Python ...

Create a no-code AI researcher with two research modes and verifiable links, so you get quick answers and deeper findings ...

Learn how gradient descent really works by building it step by step in Python. No libraries, no shortcuts—just pure math and ...

julia.py This code displays the Julia set. It uses the kandinsky module. mandelbrot_nap0.py There is a official Numworks Mandelbrot script. This is a different version made from scratch. Uses the ...