diff --git a/bindings/python/README.md b/bindings/python/README.md
index 029691d6..1573a09f 100644
--- a/bindings/python/README.md
+++ b/bindings/python/README.md
@@ -64,8 +64,7 @@ python -m venv .env
 source .env/bin/activate
 
 # Install `tokenizers` in the current virtual env
-pip install setuptools_rust
-python setup.py install
+pip install -e .
 ```
 
 ### Load a pretrained tokenizer from the Hub
diff --git a/bindings/python/build-wheels.sh b/bindings/python/build-wheels.sh
deleted file mode 100755
index f032067a..00000000
--- a/bindings/python/build-wheels.sh
+++ /dev/null
@@ -1,31 +0,0 @@
-#!/bin/bash
-set -ex
-
-if ! command -v cargo &> /dev/null
-then
-    curl https://sh.rustup.rs -sSf | sh -s -- -y
-fi
-
-export PATH="$HOME/.cargo/bin:$PATH"
-# https://users.rust-lang.org/t/cargo-uses-too-much-memory-being-run-in-qemu/76531
-echo -e "[net]\ngit-fetch-with-cli = true" > "$HOME/.cargo/config"
-
-for PYBIN in /opt/python/cp{37,38,39,310,311}*/bin; do
-    export PYTHON_SYS_EXECUTABLE="$PYBIN/python"
-
-    "${PYBIN}/pip" install -U setuptools-rust setuptools wheel
-    "${PYBIN}/python" setup.py bdist_wheel
-    rm -rf build/*
-done
-
-for whl in ./dist/*.whl; do
-    auditwheel repair "$whl" -w dist/
-done
-
-# Keep only manylinux wheels
-rm ./dist/*-linux_*
-
-
-# Upload wheels
-/opt/python/cp37-cp37m/bin/pip install -U awscli
-/opt/python/cp37-cp37m/bin/python -m awscli s3 sync --exact-timestamps ./dist "s3://tokenizers-releases/python/$DIST_DIR"
diff --git a/bindings/python/tokenizers_manual_m1_build.sh b/bindings/python/tokenizers_manual_m1_build.sh
deleted file mode 100644
index df7d8113..00000000
--- a/bindings/python/tokenizers_manual_m1_build.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#! /bin/bash
-for VARIABLE in "3.7.12" "3.8.12" "3.9.10" "3.10.2"
-do
-    MACOSX_DEPLOYMENT_TARGET=10.11 SDKROOT="/Library/Developer/CommandLineTools/SDKs/MacOSX.sdk" CFLAGS="-I/usr/include/openssl -I/usr/local/opt/readline/include -I/Library/Developer/CommandLineTools/SDKs/MacOSX.sdk/usr/include" CPPFLAGS="-I/usr/local/opt/zlib/include" LDFLAGS="-L/usr/lib -L/usr/local/opt/readline/lib" pyenv install $VARIABLE
-
-    ~/.pyenv/versions/$VARIABLE/bin/pip install setuptools wheel setuptools-rust==0.11.3 --ignore-installed --force-reinstall
-
-    MACOSX_DEPLOYMENT_TARGET=10.11 ~/.pyenv/versions/$VARIABLE/bin/python setup.py bdist_wheel
-done
diff --git a/docs/source-doc-builder/installation.mdx b/docs/source-doc-builder/installation.mdx
index 0d9dfbb1..a16f39dd 100644
--- a/docs/source-doc-builder/installation.mdx
+++ b/docs/source-doc-builder/installation.mdx
@@ -52,19 +52,12 @@ cd tokenizers/bindings/python
 ```
 
 At this point you should have your [virtual environment]() already
-activated. In order to compile 🤗 Tokenizers, you need to install the
-Python package `setuptools_rust`:
+activated. In order to compile 🤗 Tokenizers, you need to:
 
 ```bash
-pip install setuptools_rust
+pip install -e .
 ```
 
-Then you can have 🤗 Tokenizers compiled and installed in your virtual
-environment with the following command:
-
-```bash
-python setup.py install
-```
 </python>
 <rust>
 ## Crates.io
@@ -74,7 +67,7 @@ python setup.py install
 You just need to add it to your `Cargo.toml`:
 
 ```bash
-tokenizers = "0.10"
+cargo add tokenizers
 ```
 </rust>
 <node>
@@ -86,4 +79,4 @@ You can simply install 🤗 Tokenizers with npm using:
 npm install tokenizers
 ```
 </node>
-</tokenizerslangcontent>
\ No newline at end of file
+</tokenizerslangcontent>
diff --git a/docs/source/installation/python.inc b/docs/source/installation/python.inc
index 406a6a4d..6e7a8b08 100644
--- a/docs/source/installation/python.inc
+++ b/docs/source/installation/python.inc
@@ -37,11 +37,6 @@ Then we go into the python bindings folder::
     cd tokenizers/bindings/python
 
 At this point you should have your `virtual environment`_ already activated. In order to
-compile 🤗 Tokenizers, you need to install the Python package :obj:`setuptools_rust`::
+compile 🤗 Tokenizers, you need to::
 
-    pip install setuptools_rust
-
-Then you can have 🤗 Tokenizers compiled and installed in your virtual environment with
-the following command::
-
-    python setup.py install
+    pip install -e .