diff --git a/README.md b/README.md index d6ca54a..1e67b02 100644 --- a/README.md +++ b/README.md @@ -19,12 +19,6 @@ Everything is natively compatible with JAX' feature set: JIT compilation, automatic differentiation, vectorisation, and pytrees. [_Let us know what you think about matfree!_](https://github.com/pnkraemer/matfree/issues) -[**Installation**](#installation) | -[**Minimal example**](#minimal-example) | -[**Tutorials**](#tutorials) | -[**Contributing**](#contributing) | -[**API docs**](https://pnkraemer.github.io/matfree/api/hutchinson/) - **Installation** @@ -93,13 +87,16 @@ Estimate the trace of the matrix: **Tutorials** -Here are some more advanced tutorials: +Find many more tutorials in [Matfree's documentation](https://pnkraemer.github.io/matfree/). + +These tutorials include, among other things: + +- **Log-determinants:** Use stochastic Lanczos quadrature to compute matrix functions. +- **Pytree-valued states:** Combining neural-network Jacobians with stochastic Lanczos quadrature. +- **Control variates:** Use control variates and multilevel schemes to reduce variances. +- **Higher moments and UQ:** Compute means, variances, and other moments simultaneously. +- **Vector calculus:** Use matrix-free linear algebra to implement vector calculus. -- **Control variates:** Use control variates and multilevel schemes to reduce variances. [(LINK)](https://pnkraemer.github.io/matfree/control_variates/) -- **Log-determinants:** Use stochastic Lanczos quadrature to compute matrix functions. [(LINK)](https://pnkraemer.github.io/matfree/log_determinants/) -- **Higher moments and UQ:** Compute means, variances, and other moments simultaneously. [(LINK)](https://pnkraemer.github.io/matfree/higher_moments/) -- **Vector calculus:** Use matrix-free linear algebra to implement vector calculus. [(LINK)](https://pnkraemer.github.io/matfree/vector_calculus/) -- **Pytree-valued states:** Combining neural-network Jacobians with stochastic Lanczos quadrature. [(LINK)](https://pnkraemer.github.io/matfree/pytree_logdeterminants/) [_Let us know_](https://github.com/pnkraemer/matfree/issues) what you use matfree for!