diff --git a/.gitignore b/.gitignore
index 89600846100a8..f4601a15655a5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -99,3 +99,6 @@ sklearn/metrics/_pairwise_distances_reduction/_middle_term_computer.pxd
 sklearn/metrics/_pairwise_distances_reduction/_middle_term_computer.pyx
 sklearn/metrics/_pairwise_distances_reduction/_radius_neighbors.pxd
 sklearn/metrics/_pairwise_distances_reduction/_radius_neighbors.pyx
+
+# Default JupyterLite content
+jupyterlite_contents
diff --git a/build_tools/circle/doc_environment.yml b/build_tools/circle/doc_environment.yml
index 0c441a5266906..3a79871e94519 100644
--- a/build_tools/circle/doc_environment.yml
+++ b/build_tools/circle/doc_environment.yml
@@ -29,3 +29,6 @@ dependencies:
   - pooch
   - sphinxext-opengraph
   - pip
+  - pip:
+    - jupyterlite-sphinx
+    - jupyterlite-pyodide-kernel
diff --git a/build_tools/circle/doc_linux-64_conda.lock b/build_tools/circle/doc_linux-64_conda.lock
index 1b44a49ab03ac..bea77a9d0c170 100644
--- a/build_tools/circle/doc_linux-64_conda.lock
+++ b/build_tools/circle/doc_linux-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: e94308f010347872a13f1dc0dcc6b19de98bc55b7a0f75b0102c299b78e8b31d
+# input_hash: 3c2790bb03feda8fbbf9b5fb06111fce0af10f7a587b5e4c251fa43e0492f7b2
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2022.12.7-ha878542_0.conda#ff9f73d45c4a07d6f424495288a26080
@@ -15,7 +15,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-12.2.0-h337968e_19.
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-devel_linux-64-11.3.0-h210ce93_19.tar.bz2#8aee006c0662f551f3acef9a7077a5b9
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-12.2.0-h46fd767_19.tar.bz2#1030b1f38c129f2634eae026f704fe60
 https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.9-3_cp39.conda#0dd193187d54e585cac7eab942a8847e
-https://conda.anaconda.org/conda-forge/noarch/tzdata-2022g-h191b570_0.conda#51fc4fcfb19f5d95ffc8c339db5068e8
+https://conda.anaconda.org/conda-forge/noarch/tzdata-2023c-h71feb2d_0.conda#939e3e74d8be4dac89ce83b20de2492a
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2#f766549260d6815b0c52253f1fb1bb29
 https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-12.2.0-h69a702a_19.tar.bz2#cd7a806282c16e1f2d39a7e80d3a3e0d
 https://conda.anaconda.org/conda-forge/linux-64/libgomp-12.2.0-h65d4601_19.tar.bz2#cedcee7c064c01c403f962c9e8d3c373
@@ -23,7 +23,7 @@ https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.12-he073ed8_15.
 https://conda.anaconda.org/conda-forge/linux-64/binutils_impl_linux-64-2.39-he00db2b_1.conda#3d726e8b51a1f5bfd66892a2b7d9db2d
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2#fee5683a3f04bd15cbd8318b096a27ab
 https://conda.anaconda.org/conda-forge/linux-64/binutils-2.39-hdd6e379_1.conda#1276c18b0a562739185dbf5bd14b57b2
-https://conda.anaconda.org/conda-forge/linux-64/binutils_linux-64-2.39-h5fc0e48_11.tar.bz2#b7d26ab37be17ea4c366a97138684bcb
+https://conda.anaconda.org/conda-forge/linux-64/binutils_linux-64-2.39-h5fc0e48_12.conda#4395b0d4f6e3553bc3b804a9a3cdb234
 https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_kmp_llvm.tar.bz2#562b26ba2e19059551a811e72ab7f793
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-12.2.0-h65d4601_19.tar.bz2#e4c94f80aef025c17ab0828cd85ef535
 https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.8-h166bdaf_0.tar.bz2#be733e69048951df1e4b4b7bb8c7666f
@@ -33,22 +33,19 @@ https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h7f98852_4.tar.bz2#a
 https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.18.1-h7f98852_0.tar.bz2#f26ef8098fab1f719c91eb760d63381a
 https://conda.anaconda.org/conda-forge/linux-64/charls-2.4.1-hcb278e6_0.conda#445926523a9ecf989f07162643854296
 https://conda.anaconda.org/conda-forge/linux-64/dav1d-1.0.0-h166bdaf_1.tar.bz2#e890928299fe7242a108850fc0a5b7fc
-https://conda.anaconda.org/conda-forge/linux-64/expat-2.5.0-h27087fc_0.tar.bz2#c4fbad8d4bddeb3c085f18cbf97fbfad
-https://conda.anaconda.org/conda-forge/linux-64/fftw-3.3.10-nompi_hf0379b8_106.conda#d7407e695358f068a2a7f8295cde0567
 https://conda.anaconda.org/conda-forge/linux-64/gettext-0.21.1-h27087fc_0.tar.bz2#14947d8770185e5153fdd04d4673ed37
 https://conda.anaconda.org/conda-forge/linux-64/giflib-5.2.1-h0b41bf4_3.conda#96f3b11872ef6fad973eac856cd2624f
 https://conda.anaconda.org/conda-forge/linux-64/graphite2-1.3.13-h58526e2_1001.tar.bz2#8c54672728e8ec6aa6db90cf2806d220
-https://conda.anaconda.org/conda-forge/linux-64/gstreamer-orc-0.4.33-h166bdaf_0.tar.bz2#879c93426c9d0b84a9de4513fbce5f4f
-https://conda.anaconda.org/conda-forge/linux-64/icu-70.1-h27087fc_0.tar.bz2#87473a15119779e021c314249d4b4aed
+https://conda.anaconda.org/conda-forge/linux-64/icu-72.1-hcb278e6_0.conda#7c8d20d847bb45f56bd941578fcfa146
 https://conda.anaconda.org/conda-forge/linux-64/jxrlib-1.1-h7f98852_2.tar.bz2#8e787b08fe19986d99d034b839df2961
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 https://conda.anaconda.org/conda-forge/linux-64/lerc-4.0.0-h27087fc_0.tar.bz2#76bbff344f0134279f225174e9064c8f
 https://conda.anaconda.org/conda-forge/linux-64/libaec-1.0.6-hcb278e6_1.conda#0f683578378cddb223e7fd24f785ab2a
 https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.0.9-h166bdaf_8.tar.bz2#9194c9bf9428035a05352d031462eae4
-https://conda.anaconda.org/conda-forge/linux-64/libdb-6.2.32-h9c3ff4c_0.tar.bz2#3f3258d8f841fbac63b36b75bdac1afd
-https://conda.anaconda.org/conda-forge/linux-64/libdeflate-1.17-h0b41bf4_0.conda#5cc781fd91968b11a8a7fdbee0982676
+https://conda.anaconda.org/conda-forge/linux-64/libdeflate-1.18-h0b41bf4_0.conda#6aa9c9de5542ecb07fdda9ca626252d8
 https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-h516909a_1.tar.bz2#6f8720dff19e17ce5d48cfe7f3d2f0a3
+https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.5.0-hcb278e6_1.conda#6305a3dd2752c76335295da4e581f2fd
 https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.2-h7f98852_5.tar.bz2#d645c6d2ac96843a2bfaccd2d62b3ac3
 https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.17-h166bdaf_0.tar.bz2#b62b52da46c39ee2bc3c162ac7f1804d
 https://conda.anaconda.org/conda-forge/linux-64/libjpeg-turbo-2.1.5.1-h0b41bf4_0.conda#1edd9e67bdb90d78cea97733ff6b54e6
@@ -57,8 +54,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libogg-1.3.4-h7f98852_1.tar.bz2#
 https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.21-pthreads_h78a6416_3.tar.bz2#8c5963a49b6035c40646a763293fbb35
 https://conda.anaconda.org/conda-forge/linux-64/libopus-1.3.1-h7f98852_1.tar.bz2#15345e56d527b330e1cacbdf58676e8f
 https://conda.anaconda.org/conda-forge/linux-64/libsanitizer-11.3.0-h239ccf8_19.tar.bz2#d17fd55aed84ab6592c5419b6600501c
-https://conda.anaconda.org/conda-forge/linux-64/libtool-2.4.7-h27087fc_0.conda#f204c8ba400ec475452737094fb81d52
-https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.32.1-h7f98852_1000.tar.bz2#772d69f030955d9646d3d0eaf21d859d
+https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.38.1-h0b41bf4_0.conda#40b61aab5c7ba9ff276c41cfffe6b80b
 https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.3.0-h0b41bf4_0.conda#0d4a7508d8c6c65314f2b9c1f56ad408
 https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.2.13-h166bdaf_4.tar.bz2#f3f9de449d32ca9b9c66a22863c96f41
 https://conda.anaconda.org/conda-forge/linux-64/libzopfli-1.0.3-h9c3ff4c_0.tar.bz2#c66fe2d123249af7651ebde8984c51c2
@@ -83,8 +79,8 @@ https://conda.anaconda.org/conda-forge/linux-64/xz-5.2.6-h166bdaf_0.tar.bz2#2161
 https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2#4cb3ad778ec2d5a7acbdf254eb1c42ae
 https://conda.anaconda.org/conda-forge/linux-64/zfp-1.0.0-h27087fc_3.tar.bz2#0428af0510c3fafedf1c66b43102a34b
 https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.0.7-h0b41bf4_0.conda#49e8329110001f04923fe7e864990b0c
+https://conda.anaconda.org/conda-forge/linux-64/expat-2.5.0-hcb278e6_1.conda#8b9b5aca60558d02ddaa09d599e55920
 https://conda.anaconda.org/conda-forge/linux-64/gcc_impl_linux-64-11.3.0-hab1b70f_19.tar.bz2#89ac16d36e66ccb9ca5d34c9217e5799
-https://conda.anaconda.org/conda-forge/linux-64/jack-1.9.22-h11f4161_0.conda#504fa9e712b99494a9cf4630e3ca7d78
 https://conda.anaconda.org/conda-forge/linux-64/libavif-0.11.1-h5cdd6b5_0.tar.bz2#2040f9067e8852606208cafa66c3563f
 https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-16_linux64_openblas.tar.bz2#d9b7a8639171f6c6fa0a983edabcfe2b
 https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.0.9-h166bdaf_8.tar.bz2#4ae4d7795d33e02bd20f6b23d91caf82
@@ -100,7 +96,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.40.0-h753d276_0.tar.
 https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.10.0-hf14f497_3.tar.bz2#d85acad4b47dff4e3def14a769a97906
 https://conda.anaconda.org/conda-forge/linux-64/libvorbis-1.3.7-h9c3ff4c_0.tar.bz2#309dec04b70a3cc0f1e84a4013683bc0
 https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.13-h7f98852_1004.tar.bz2#b3653fdc58d03face9724f602218a904
-https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.10.3-hca2bb57_4.conda#bb808b654bdc3c783deaf107a2ffb503
+https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.10.4-hfdac1af_0.conda#241845899caff54ac1d2b3102ad988cf
 https://conda.anaconda.org/conda-forge/linux-64/mysql-common-8.0.32-ha901b37_1.conda#2c18a7a26ec0d0c23a917f37a65fc9a2
 https://conda.anaconda.org/conda-forge/linux-64/openblas-0.3.21-pthreads_h320a7e8_3.tar.bz2#29155b9196b9d78022f11d86733e25a7
 https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.40-hc3806b6_0.tar.bz2#69e2c796349cd9b273890bee0febfe1b
@@ -111,10 +107,10 @@ https://conda.anaconda.org/conda-forge/linux-64/zlib-1.2.13-h166bdaf_4.tar.bz2#4
 https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.2-h3eb15da_6.conda#6b63daed8feeca47be78f323e793d555
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-https://conda.anaconda.org/conda-forge/linux-64/c-blosc2-2.7.1-hf91038e_0.conda#3a19cba20d395f47b60b13251eb4e267
+https://conda.anaconda.org/conda-forge/linux-64/c-blosc2-2.8.0-hf91038e_1.conda#b91a2bd18667a20ceba3af79ef5d2ed9
 https://conda.anaconda.org/conda-forge/linux-64/freetype-2.12.1-hca18f0e_1.conda#e1232042de76d24539a436d37597eb06
-https://conda.anaconda.org/conda-forge/linux-64/gcc-11.3.0-h02d0930_11.tar.bz2#6037ebe5f1e3054519ce78b11eec9cd4
-https://conda.anaconda.org/conda-forge/linux-64/gcc_linux-64-11.3.0-he6f903b_11.tar.bz2#25f76cb82e483ce96d118b9edffd12c9
+https://conda.anaconda.org/conda-forge/linux-64/gcc-11.3.0-h02d0930_12.conda#4965c0bd382fcf0520d74b4da123b9f9
+https://conda.anaconda.org/conda-forge/linux-64/gcc_linux-64-11.3.0-he6f903b_12.conda#b8f5f99cc68dbdd083fc03f9765dea64
 https://conda.anaconda.org/conda-forge/linux-64/gfortran_impl_linux-64-11.3.0-he34c6f7_19.tar.bz2#3de873ee757f1a2e583416a3583f84c4
 https://conda.anaconda.org/conda-forge/linux-64/gxx_impl_linux-64-11.3.0-hab1b70f_19.tar.bz2#b73564a352e64bb5f2c9bfd3cd6dd127
 https://conda.anaconda.org/conda-forge/linux-64/krb5-1.20.1-h81ceb04_0.conda#89a41adce7106749573d883b2f657d78
@@ -122,12 +118,11 @@ https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-16_linux64_openbl
 https://conda.anaconda.org/conda-forge/linux-64/libgcrypt-1.10.1-h166bdaf_0.tar.bz2#f967fc95089cd247ceed56eda31de3a9
 https://conda.anaconda.org/conda-forge/linux-64/libglib-2.74.1-h606061b_1.tar.bz2#ed5349aa96776e00b34eccecf4a948fe
 https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-16_linux64_openblas.tar.bz2#955d993f41f9354bf753d29864ea20ad
-https://conda.anaconda.org/conda-forge/linux-64/libllvm15-15.0.7-hadd5161_1.conda#17d91085ccf5934ce652cb448d0cb65a
+https://conda.anaconda.org/conda-forge/linux-64/libllvm16-16.0.1-hadd5161_0.conda#716f4c806c384ee7bf1647814516c241
 https://conda.anaconda.org/conda-forge/linux-64/libsndfile-1.2.0-hb75c966_0.conda#c648d19cd9c8625898d5d370414de7c7
-https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.5.0-hddfeb54_5.conda#d2343e6594c2a4a654a475a6131ef20d
-https://conda.anaconda.org/conda-forge/linux-64/libudev1-253-h0b41bf4_1.conda#bb38b19a41bb94e8a19dbfb062d499c7
+https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.5.0-ha587672_6.conda#4e5ee4b062c21519efbee7e2ae608748
 https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.5.0-h79f4944_1.conda#04a39cdd663f295653fc143851830563
-https://conda.anaconda.org/conda-forge/linux-64/llvm-openmp-16.0.0-h417c0b6_0.conda#8ac4c157172ea816f5c9a0dc33df69d8
+https://conda.anaconda.org/conda-forge/linux-64/llvm-openmp-16.0.1-h417c0b6_0.conda#1682af0f7774144358029203edcd04f3
 https://conda.anaconda.org/conda-forge/linux-64/mysql-libs-8.0.32-hd7da12d_1.conda#a69fa6f218cfed8e2d61753eeacaf034
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@@ -137,55 +132,57 @@ https://conda.anaconda.org/conda-forge/linux-64/xcb-util-renderutil-0.3.9-h166bd
 https://conda.anaconda.org/conda-forge/linux-64/xcb-util-wm-0.4.1-h166bdaf_0.tar.bz2#0a8e20a8aef954390b9481a527421a8c
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libx11-1.8.4-h0b41bf4_0.conda#ea8fbfeb976ac49cbeb594e985393514
 https://conda.anaconda.org/conda-forge/noarch/alabaster-0.7.13-pyhd8ed1ab_0.conda#06006184e203b61d3525f90de394471e
-https://conda.anaconda.org/conda-forge/noarch/attrs-22.2.0-pyh71513ae_0.conda#8b76db7818a4e401ed4486c4c1635cd9
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-https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-2.1.1-pyhd8ed1ab_0.tar.bz2#c1d5b294fbf9a795dec349a6f4d8be8e
+https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.1.0-pyhd8ed1ab_0.conda#7fcff9f6f123696e940bda77bd4d6551
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 https://conda.anaconda.org/conda-forge/noarch/seaborn-0.12.2-hd8ed1ab_0.conda#50847a47c07812f88581081c620f5160
+# pip attrs @ https://files.pythonhosted.org/packages/f0/eb/fcb708c7bf5056045e9e98f62b93bd7467eb718b0202e7698eb11d66416c/attrs-23.1.0-py3-none-any.whl#sha256=1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04
+# pip defusedxml @ https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl#sha256=a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61
+# pip fastjsonschema @ https://files.pythonhosted.org/packages/eb/e7/84b1571b866b8abd604f8b72234d16f01bd5944014ef9929b5cb0da198c1/fastjsonschema-2.16.3-py3-none-any.whl#sha256=04fbecc94300436f628517b05741b7ea009506ce8f946d40996567c669318490
+# pip fqdn @ https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl#sha256=3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
+# pip json5 @ https://files.pythonhosted.org/packages/1b/9d/46b35ba70bce2261492016edfbb1bca173e0681c486442880f2b0536d491/json5-0.9.11-py2.py3-none-any.whl#sha256=1aa54b80b5e507dfe31d12b7743a642e2ffa6f70bf73b8e3d7d1d5fba83d99bd
+# pip jsonpointer @ https://files.pythonhosted.org/packages/a3/be/8dc9d31b50e38172c8020c40f497ce8debdb721545ddb9fcb7cca89ea9e6/jsonpointer-2.3-py2.py3-none-any.whl#sha256=51801e558539b4e9cd268638c078c6c5746c9ac96bc38152d443400e4f3793e9
+# pip jupyterlab-pygments @ https://files.pythonhosted.org/packages/c0/7e/c3d1df3ae9b41686e664051daedbd70eea2e1d2bd9d9c33e7e1455bc9f96/jupyterlab_pygments-0.2.2-py2.py3-none-any.whl#sha256=2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f
+# pip mistune @ https://files.pythonhosted.org/packages/9f/e5/780d22d19543f339aad583304f58002975b586757aa590cbe7bea5cc6f13/mistune-2.0.5-py2.py3-none-any.whl#sha256=bad7f5d431886fcbaf5f758118ecff70d31f75231b34024a1341120340a65ce8
+# pip pandocfilters @ https://files.pythonhosted.org/packages/5e/a8/878258cffd53202a6cc1903c226cf09e58ae3df6b09f8ddfa98033286637/pandocfilters-1.5.0-py2.py3-none-any.whl#sha256=33aae3f25fd1a026079f5d27bdd52496f0e0803b3469282162bafdcbdf6ef14f
+# pip pkginfo @ https://files.pythonhosted.org/packages/b3/f2/6e95c86a23a30fa205ea6303a524b20cbae27fbee69216377e3d95266406/pkginfo-1.9.6-py3-none-any.whl#sha256=4b7a555a6d5a22169fcc9cf7bfd78d296b0361adad412a346c1226849af5e546
+# pip prometheus-client @ https://files.pythonhosted.org/packages/5b/8e/6a546e439b4366ab9eab0a736876eb1e1916dd93b4a1fa560ef711d24f8c/prometheus_client-0.16.0-py3-none-any.whl#sha256=0836af6eb2c8f4fed712b2f279f6c0a8bbab29f9f4aa15276b91c7cb0d1616ab
+# pip ptyprocess @ https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl#sha256=4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35
+# pip pyrsistent @ https://files.pythonhosted.org/packages/64/de/375aa14daaee107f987da76ca32f7a907fea00fa8b8afb67dc09bec0de91/pyrsistent-0.19.3-py3-none-any.whl#sha256=ccf0d6bd208f8111179f0c26fdf84ed7c3891982f2edaeae7422575f47e66b64
+# pip python-json-logger @ https://files.pythonhosted.org/packages/35/a6/145655273568ee78a581e734cf35beb9e33a370b29c5d3c8fee3744de29f/python_json_logger-2.0.7-py3-none-any.whl#sha256=f380b826a991ebbe3de4d897aeec42760035ac760345e57b812938dc8b35e2bd
+# pip rfc3986-validator @ https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl#sha256=2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9
+# pip send2trash @ https://files.pythonhosted.org/packages/47/26/3435896d757335ea53dce5abf8d658ca80757a7a06258451b358f10232be/Send2Trash-1.8.0-py3-none-any.whl#sha256=f20eaadfdb517eaca5ce077640cb261c7d2698385a6a0f072a4a5447fd49fa08
+# pip sniffio @ https://files.pythonhosted.org/packages/c3/a0/5dba8ed157b0136607c7f2151db695885606968d1fae123dc3391e0cfdbf/sniffio-1.3.0-py3-none-any.whl#sha256=eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384
+# pip soupsieve @ https://files.pythonhosted.org/packages/49/37/673d6490efc51ec46d198c75903d99de59baffdd47aea3d071b80a9e4e89/soupsieve-2.4.1-py3-none-any.whl#sha256=1c1bfee6819544a3447586c889157365a27e10d88cde3ad3da0cf0ddf646feb8
+# pip traitlets @ https://files.pythonhosted.org/packages/77/75/c28e9ef7abec2b7e9ff35aea3e0be6c1aceaf7873c26c95ae1f0d594de71/traitlets-5.9.0-py3-none-any.whl#sha256=9e6ec080259b9a5940c797d58b613b5e31441c2257b87c2e795c5228ae80d2d8
+# pip uri-template @ https://files.pythonhosted.org/packages/c0/db/d4f9c75b43541f7235daf4d13eb43f4491f9d5f5df45ce41daeed3a903f6/uri_template-1.2.0-py3-none-any.whl#sha256=f1699c77b73b925cf4937eae31ab282a86dc885c333f2e942513f08f691fc7db
+# pip webcolors @ https://files.pythonhosted.org/packages/d5/e1/3e9013159b4cbb71df9bd7611cbf90dc2c621c8aeeb677fc41dad72f2261/webcolors-1.13-py3-none-any.whl#sha256=29bc7e8752c0a1bd4a1f03c14d6e6a72e93d82193738fa860cbff59d0fcc11bf
+# pip webencodings @ https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl#sha256=a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+# pip websocket-client @ https://files.pythonhosted.org/packages/6d/9a/6c793729c9d48fcca155ce55e4dfafacffb7fb52a62e3ae2198846c31af6/websocket_client-1.5.1-py3-none-any.whl#sha256=cdf5877568b7e83aa7cf2244ab56a3213de587bbe0ce9d8b9600fc77b455d89e
+# pip anyio @ https://files.pythonhosted.org/packages/77/2b/b4c0b7a3f3d61adb1a1e0b78f90a94e2b6162a043880704b7437ef297cad/anyio-3.6.2-py3-none-any.whl#sha256=fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3
+# pip argon2-cffi-bindings @ https://files.pythonhosted.org/packages/ec/f7/378254e6dd7ae6f31fe40c8649eea7d4832a42243acaf0f1fff9083b2bed/argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl#sha256=b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae
+# pip arrow @ https://files.pythonhosted.org/packages/67/67/4bca5a595e2f89bff271724ddb1098e6c9e16f7f3d018d120255e3c30313/arrow-1.2.3-py3-none-any.whl#sha256=5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2
+# pip beautifulsoup4 @ https://files.pythonhosted.org/packages/57/f4/a69c20ee4f660081a7dedb1ac57f29be9378e04edfcb90c526b923d4bebc/beautifulsoup4-4.12.2-py3-none-any.whl#sha256=bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a
+# pip bleach @ https://files.pythonhosted.org/packages/ac/e2/dfcab68c9b2e7800c8f06b85c76e5f978d05b195a958daa9b1dda54a1db6/bleach-6.0.0-py3-none-any.whl#sha256=33c16e3353dbd13028ab4799a0f89a83f113405c766e9c122df8a06f5b85b3f4
+# pip doit @ https://files.pythonhosted.org/packages/44/83/a2960d2c975836daa629a73995134fd86520c101412578c57da3d2aa71ee/doit-0.36.0-py3-none-any.whl#sha256=ebc285f6666871b5300091c26eafdff3de968a6bd60ea35dd1e3fc6f2e32479a
+# pip jupyter-core @ https://files.pythonhosted.org/packages/41/1e/92a67f333b9335f04ce409799c030dcfb291712658b9d9d13997f7c91e5a/jupyter_core-5.3.0-py3-none-any.whl#sha256=d4201af84559bc8c70cead287e1ab94aeef3c512848dde077b7684b54d67730d
+# pip pyzmq @ https://files.pythonhosted.org/packages/1b/c4/d4ff0ddfb2a029d1237833f2e1d2d0264c9214da82152db2ed655a71d22f/pyzmq-25.0.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl#sha256=5eaeae038c68748082137d6896d5c4db7927e9349237ded08ee1bbd94f7361c9
+# pip rfc3339-validator @ https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl#sha256=24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+# pip terminado @ https://files.pythonhosted.org/packages/84/a7/c7628d79651b8c8c775d27b374315a825141b5783512e82026fb210dd639/terminado-0.17.1-py3-none-any.whl#sha256=8650d44334eba354dd591129ca3124a6ba42c3d5b70df5051b6921d506fdaeae
+# pip tinycss2 @ https://files.pythonhosted.org/packages/da/99/fd23634d6962c2791fb8cb6ccae1f05dcbfc39bce36bba8b1c9a8d92eae8/tinycss2-1.2.1-py3-none-any.whl#sha256=2b80a96d41e7c3914b8cda8bc7f705a4d9c49275616e886103dd839dfc847847
+# pip argon2-cffi @ https://files.pythonhosted.org/packages/a8/07/946d5a9431bae05a776a59746ec385fbb79b526738d25e4202d3e0bbf7f4/argon2_cffi-21.3.0-py3-none-any.whl#sha256=8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80
+# pip isoduration @ https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl#sha256=b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
+# pip jupyter-client @ https://files.pythonhosted.org/packages/07/37/4019d2c41ca333c08dfdfeb84c0fc0368c8defbbd3c8f0c9a530851e5813/jupyter_client-8.2.0-py3-none-any.whl#sha256=b18219aa695d39e2ad570533e0d71fb7881d35a873051054a84ee2a17c4b7389
+# pip jupyter-server-terminals @ https://files.pythonhosted.org/packages/ea/7f/36db12bdb90f5237766dcbf59892198daab7260acbcf03fc75e2a2a82672/jupyter_server_terminals-0.4.4-py3-none-any.whl#sha256=75779164661cec02a8758a5311e18bb8eb70c4e86c6b699403100f1585a12a36
+# pip jupyterlite-core @ https://files.pythonhosted.org/packages/5e/25/dd347708151764152b75f6606c02e2571e1228ba52c28502495b48ac17d8/jupyterlite_core-0.1.0-py3-none-any.whl#sha256=2f17afa282447594cb38f7a1d2619ceface28d8f4747e038790cac22c394e804
+# pip jsonschema @ https://files.pythonhosted.org/packages/c1/97/c698bd9350f307daad79dd740806e1a59becd693bd11443a0f531e3229b3/jsonschema-4.17.3-py3-none-any.whl#sha256=a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6
+# pip jupyterlite-pyodide-kernel @ https://files.pythonhosted.org/packages/44/e7/51ea279696f6aa85ad3e007590ff43321b098845782a3054885ddf7f05c2/jupyterlite_pyodide_kernel-0.0.6-py3-none-any.whl#sha256=38ee0889f83270e06d893de211bbcd2674d57ba5b3292b2f80c5fbb9eeb5fe71
+# pip jupyter-events @ https://files.pythonhosted.org/packages/ee/14/e11a93c1b47a69432ee7898f1b55f1da27f2f93b009a34dbdafb9b903f81/jupyter_events-0.6.3-py3-none-any.whl#sha256=57a2749f87ba387cd1bfd9b22a0875b889237dbf2edc2121ebb22bde47036c17
+# pip nbformat @ https://files.pythonhosted.org/packages/1d/f6/38f4694b5035306a8c2685e9e6ea7bf46ea344c03422d7131442ac9677c1/nbformat-5.8.0-py3-none-any.whl#sha256=d910082bd3e0bffcf07eabf3683ed7dda0727a326c446eeb2922abe102e65162
+# pip nbclient @ https://files.pythonhosted.org/packages/b6/d0/d7a60eb2791e76efe8f88c02431e53e08fa4577d4da7c1599703c685ae61/nbclient-0.7.3-py3-none-any.whl#sha256=8fa96f7e36693d5e83408f5e840f113c14a45c279befe609904dbe05dad646d1
+# pip nbconvert @ https://files.pythonhosted.org/packages/35/3a/60a1821e977104c98fa3a6142adb768a10e1c110438b323076fbda2c0087/nbconvert-7.3.1-py3-none-any.whl#sha256=d2e95904666f1ff77d36105b9de4e0801726f93b862d5b28f69e93d99ad3b19c
+# pip jupyter-server @ https://files.pythonhosted.org/packages/1d/dd/77a250131fcc97d4a4fa76cda07e23e6b66028aca723f36d114b635127e9/jupyter_server-2.5.0-py3-none-any.whl#sha256=e6bc1e9e96d7c55b9ce9699ff6cb9a910581fe7349e27c40389acb67632e24c0
+# pip jupyterlab-server @ https://files.pythonhosted.org/packages/ad/31/cfb84feb3803c1e0e69dbe6928ab9251b9a1548b9092a5013413c0dd49f8/jupyterlab_server-2.22.1-py3-none-any.whl#sha256=1c8eb55c7cd70a50a51fef42a7b4e26ef2f7fc48728f0290604bd89b1dd156e6
+# pip jupyterlite-sphinx @ https://files.pythonhosted.org/packages/34/a9/a050b891d5d06a3fe73f1e16992a846a6f6ba21660ac053f5064cbf98bae/jupyterlite_sphinx-0.8.0-py3-none-any.whl#sha256=4a20fcb585ef036d3ed1c62cd6270351f810bc9586d3638f55e6a98665b3373d
diff --git a/build_tools/update_environments_and_lock_files.py b/build_tools/update_environments_and_lock_files.py
index ec375078bfab8..4480c3ba69fb0 100644
--- a/build_tools/update_environments_and_lock_files.py
+++ b/build_tools/update_environments_and_lock_files.py
@@ -301,8 +301,8 @@ def remove_from(alist, to_remove):
             "plotly",
             "pooch",
             "sphinxext-opengraph",
-            "pip",
         ],
+        "pip_dependencies": ["jupyterlite-sphinx", "jupyterlite-pyodide-kernel"],
         "package_constraints": {
             "python": "3.9",
             # XXX: sphinx > 6.0 does not correctly generate searchindex.js
diff --git a/doc/conf.py b/doc/conf.py
index 52b084b331c8c..4e7d8c463fb2b 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -28,6 +28,7 @@
 from github_link import make_linkcode_resolve
 import sphinx_gallery
 from sphinx_gallery.sorting import ExampleTitleSortKey
+from sphinx_gallery.notebook import add_markdown_cell, add_code_cell
 
 try:
     # Configure plotly to integrate its output into the HTML pages generated by
@@ -62,6 +63,18 @@
     "matplotlib.sphinxext.plot_directive",
 ]
 
+try:
+    import jupyterlite_sphinx  # noqa: F401
+
+    extensions.append("jupyterlite_sphinx")
+except ImportError:
+    # In some cases we don't want to require jupyterlite_sphinx to be installed,
+    # e.g. the doc-min-dependencies build
+    warnings.warn(
+        "jupyterlite_sphinx is not installed, you need to install it "
+        "if you want JupyterLite links to appear in each example"
+    )
+
 # Produce `plot::` directives for examples that contain `import matplotlib` or
 # `from matplotlib import`.
 numpydoc_use_plots = True
@@ -403,6 +416,64 @@ def __call__(self, filename):
         return -version_float
 
 
+def notebook_modification_function(notebook_content, notebook_filename):
+    notebook_content_str = str(notebook_content)
+    warning_template = "\n".join(
+        [
+            "<div class='alert alert-{message_class}'>",
+            "",
+            "# JupyterLite warning",
+            "",
+            "{message}",
+            "</div>",
+        ]
+    )
+
+    message_class = "warning"
+    message = (
+        "Running the scikit-learn examples in JupyterLite is experimental and you may"
+        " encounter some unexpected behavior.\n\nThe main difference is that imports"
+        " will take a lot longer than usual, for example the first `import sklearn` can"
+        " take roughly 10-20s.\n\nIf you notice problems, feel free to open an"
+        " [issue](https://github.com/scikit-learn/scikit-learn/issues/new/choose)"
+        " about it."
+    )
+
+    markdown = warning_template.format(message_class=message_class, message=message)
+
+    dummy_notebook_content = {"cells": []}
+    add_markdown_cell(dummy_notebook_content, markdown)
+
+    code_lines = []
+
+    if "seaborn" in notebook_content_str:
+        code_lines.append("%pip install seaborn")
+    if "plotly.express" in notebook_content_str:
+        code_lines.append("%pip install plotly")
+    if "skimage" in notebook_content_str:
+        code_lines.append("%pip install scikit-image")
+    if "fetch_" in notebook_content_str:
+        code_lines.extend(
+            [
+                "%pip install pyodide-http",
+                "import pyodide_http",
+                "pyodide_http.patch_all()",
+            ]
+        )
+    # always import matplotlib and pandas to avoid Pyodide limitation with
+    # imports inside functions
+    code_lines.extend(["import matplotlib", "import pandas"])
+
+    if code_lines:
+        code_lines = ["# JupyterLite-specific code"] + code_lines
+        code = "\n".join(code_lines)
+        add_code_cell(dummy_notebook_content, code)
+
+    notebook_content["cells"] = (
+        dummy_notebook_content["cells"] + notebook_content["cells"]
+    )
+
+
 sphinx_gallery_conf = {
     "doc_module": "sklearn",
     "backreferences_dir": os.path.join("modules", "generated"),
@@ -420,6 +491,7 @@ def __call__(self, filename):
         "dependencies": "./binder/requirements.txt",
         "use_jupyter_lab": True,
     },
+    "jupyterlite": {"notebook_modification_function": notebook_modification_function},
     # avoid generating too many cross links
     "inspect_global_variables": False,
     "remove_config_comments": True,