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(misc) Update CUDA download URLs

* Update installation instructions

* Update docs/source/installation.mdx
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* Update installation.mdx

* Update docs/source/installation.mdx
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* Update installation.mdx

* Update installation.mdx

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Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* Delete Makefile

* Update installation.mdx

* Update docs/source/installation.mdx

* Update docs/source/installation.mdx

* Update docs/source/installation.mdx

* Update docs/source/installation.mdx

* add optional dependency for preview to environment.yml

* Add additional sections, first optimizers, MacOS WIP

* drafting + refactoring new docs

* some changes

* run pre-commit hooks

* add mention of pre-commit to contributing

* fix

* test autodoc

* new additions

* add subtilte

* add some content

* add more methods

* fix

* further docs updates

* Update _toctree.yml

* fix link

* run pre-commit hooks

* refactor + further docs

* Update README.md with new docs link
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* list of blog posts
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* list of blog posts
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* accept change suggestion
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* accept suggestion
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* accept suggestion
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* Update docs/source/integrations.mdx
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* index instead of intro

* fixup README, add docs link

* add instructions for creating docstrings

* final polish (except integrations)

* fill out integrations section

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Co-authored-by: younesbelkada <younesbelkada@gmail.com>
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>