Rocky cliffs and a green valley in a painting by Louis Peyré
Painting detail by Louis Peyré (1923–2012)About the paintings

Open books by Gabriel Peyré

Mathematics for
data sciences.

Understand the ideas behind the methods. Three books connect mathematical theory with the study of signals, images, and learning.

Find your next book

The books

Read a complete book or choose a chapter.
All editions are freely available.

Beyond the books

Explore, compute, and teach

Companion resources to see the ideas in action and follow them further.

Numerical Tours

Learn through computational experiments: Python notebooks on images, optimization, geometry, and machine learning.

Explore the notebooks

Mathematical Nexus

A searchable collection of interactive notebooks and visual explanations, bringing mathematical ideas into view.

Visit the collection

Algorithms

Browse algorithms and mathematical models by subject, from coding and graphs to numerical analysis and learning.

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Course slides

Two teaching collections covering signal and image processing, and the geometry of surfaces and meshes.

Find a slide deck

A guided course · Ten two-hour lectures

Mathematics of Machine Learning

From gradients and sparse models to neural networks, generative models, and optimal transport. Follow the lectures with transcripts, notebooks, and slides.

Explore the course
Self-portrait painted by Louis Peyré
Louis Peyré · Autoportrait, detail

Art & a family connection

The paintings behind the pages

The banners on this website and the book covers feature details from paintings by Louis Peyré (1923–2012). His landscapes, interiors, and still lifes bring their colors and textures to this collection of mathematical books.

The paintings are part of Gabriel Peyré’s family history. Each banner and cover includes an artist credit; the small resource previews show examples from the teaching material itself.

Discover Louis Peyré’s work