Teaching a Neural Network the Mandelbrot Set

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2026-01-09 12:01:01 -

This is a fascinating deep dive into why standard neural networks struggle with complex fractal patterns like the Mandelbrot set—and how Fourier feature mapping solves the problem. A really elegant demonstration of how positional encoding techniques (yes, the same ones powering transformers) help networks learn high-frequency details they'd otherwise miss completely.

This is a fascinating deep dive into why standard neural networks struggle with complex fractal patterns like the Mandelbrot set—and how Fourier feature mapping solves the problem. 🧠 A really elegant demonstration of how positional encoding techniques (yes, the same ones powering transformers) help networks learn high-frequency details they'd otherwise miss completely.

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Teaching a Neural Network the Mandelbrot Set

And why Fourier features change everything The post Teaching a Neural Network the Mandelbrot Set appeared first on Towards Data Science.

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