diff --git a/.circleci/config.yml b/.circleci/config.yml
index a1c381186416f..db4c40a06536e 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -24,6 +24,8 @@ jobs:
       - OPENBLAS_NUM_THREADS: 2
       - CONDA_ENV_NAME: testenv
       - LOCK_FILE: build_tools/circle/doc_min_dependencies_linux-64_conda.lock
+      # Do not fail if the documentation build generates warnings
+      - SKLEARN_DOC_BUILD_WARNINGS_AS_ERRORS: 'false'
     steps:
       - checkout
       - run: ./build_tools/circle/checkout_merge_commit.sh
@@ -58,6 +60,8 @@ jobs:
       - OPENBLAS_NUM_THREADS: 2
       - CONDA_ENV_NAME: testenv
       - LOCK_FILE: build_tools/circle/doc_linux-64_conda.lock
+      # Make sure that we fail if the documentation build generates warnings
+      - SKLEARN_DOC_BUILD_WARNINGS_AS_ERRORS: 'true'
     steps:
       - checkout
       - run: ./build_tools/circle/checkout_merge_commit.sh
diff --git a/build_tools/azure/pylatest_conda_forge_mkl_no_coverage_linux-64_conda.lock b/build_tools/azure/pylatest_conda_forge_mkl_no_coverage_linux-64_conda.lock
index caa94bc8ef4a6..23ab9fe212c16 100644
--- a/build_tools/azure/pylatest_conda_forge_mkl_no_coverage_linux-64_conda.lock
+++ b/build_tools/azure/pylatest_conda_forge_mkl_no_coverage_linux-64_conda.lock
@@ -46,6 +46,7 @@ https://conda.anaconda.org/conda-forge/linux-64/nspr-4.35-h27087fc_0.conda#da0ec
 https://conda.anaconda.org/conda-forge/linux-64/openssl-3.2.0-hd590300_1.conda#603827b39ea2b835268adb8c821b8570
 https://conda.anaconda.org/conda-forge/linux-64/pixman-0.42.2-h59595ed_0.conda#700edd63ccd5fc66b70b1c028cea9a68
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2#22dad4df6e8630e8dff2428f6f6a7036
+https://conda.anaconda.org/conda-forge/linux-64/tbb-2021.7.0-h924138e_0.tar.bz2#819421f81b127a5547bf96ad57eccdd9
 https://conda.anaconda.org/conda-forge/linux-64/xorg-kbproto-1.0.7-h7f98852_1002.tar.bz2#4b230e8381279d76131116660f5a241a
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libice-1.1.1-hd590300_0.conda#b462a33c0be1421532f28bfe8f4a7514
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.11-hd590300_0.conda#2c80dc38fface310c9bd81b17037fee5
@@ -68,7 +69,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.39-h753d276_0.conda#e
 https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.44.2-h2797004_0.conda#3b6a9f225c3dbe0d24f4fedd4625c5bf
 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-1.15-h0b41bf4_0.conda#33277193f5b92bad9fdd230eb700929c
-https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.11.6-h232c23b_0.conda#427a3e59d66cb5d145020bd9c6493334
+https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.12.2-h232c23b_0.conda#1917ed337979482731e8ac8c1bedf9dd
 https://conda.anaconda.org/conda-forge/linux-64/mysql-common-8.0.33-hf1915f5_6.conda#80bf3b277c120dd294b51d404b931a75
 https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.42-hcad00b1_0.conda#679c8961826aa4b50653bce17ee52abe
 https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8228510_1.conda#47d31b792659ce70f470b5c82fdfb7a4
@@ -82,8 +83,7 @@ https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.2-h659d440_0.conda#cd9
 https://conda.anaconda.org/conda-forge/linux-64/libgcrypt-1.10.3-hd590300_0.conda#32d16ad533c59bb0a3c5ffaf16110829
 https://conda.anaconda.org/conda-forge/linux-64/libglib-2.78.3-h783c2da_0.conda#9bd06b12bbfa6fd1740fd23af4b0f0c7
 https://conda.anaconda.org/conda-forge/linux-64/libhiredis-1.0.2-h2cc385e_0.tar.bz2#b34907d3a81a3cd8095ee83d174c074a
-https://conda.anaconda.org/conda-forge/linux-64/libhwloc-2.9.3-default_h554bfaf_1009.conda#f36ddc11ca46958197a45effdd286e45
-https://conda.anaconda.org/conda-forge/linux-64/libllvm15-15.0.7-h5cf9203_3.conda#9efe82d44b76a7529a1d702e5a37752e
+https://conda.anaconda.org/conda-forge/linux-64/libllvm15-15.0.7-hb3ce162_4.conda#8a35df3cbc0c8b12cc8af9473ae75eef
 https://conda.anaconda.org/conda-forge/linux-64/libsndfile-1.2.2-hc60ed4a_1.conda#ef1910918dd895516a769ed36b5b3a4e
 https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.6.0-ha9c0a0a_2.conda#55ed21669b2015f77c180feb1dd41930
 https://conda.anaconda.org/conda-forge/linux-64/llvm-openmp-17.0.6-h4dfa4b3_0.conda#c1665f9c1c9f6c93d8b4e492a6a39056
@@ -113,6 +113,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libclang13-15.0.7-default_ha2b6c
 https://conda.anaconda.org/conda-forge/linux-64/libcups-2.3.3-h4637d8d_4.conda#d4529f4dff3057982a7617c7ac58fde3
 https://conda.anaconda.org/conda-forge/linux-64/libpq-16.1-h33b98f1_7.conda#675317e46167caea24542d85c72f19a3
 https://conda.anaconda.org/conda-forge/linux-64/libsystemd0-255-h3516f8a_0.conda#24e2649ebd432e652aa72cfd05f23a8e
+https://conda.anaconda.org/conda-forge/linux-64/mkl-2023.2.0-h84fe81f_50496.conda#81d4a1a57d618adf0152db973d93b2ad
 https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyh9f0ad1d_0.tar.bz2#2ba8498c1018c1e9c61eb99b973dfe19
 https://conda.anaconda.org/conda-forge/linux-64/openjpeg-2.5.0-h488ebb8_3.conda#128c25b7fe6a25286a48f3a6a9b5b6f3
 https://conda.anaconda.org/conda-forge/noarch/packaging-23.2-pyhd8ed1ab_0.conda#79002079284aa895f883c6b7f3f88fd6
@@ -124,7 +125,6 @@ https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2023.3-pyhd8ed1ab_0.
 https://conda.anaconda.org/conda-forge/noarch/pytz-2023.3.post1-pyhd8ed1ab_0.conda#c93346b446cd08c169d843ae5fc0da97
 https://conda.anaconda.org/conda-forge/noarch/setuptools-68.2.2-pyhd8ed1ab_0.conda#fc2166155db840c634a1291a5c35a709
 https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2#e5f25f8dbc060e9a8d912e432202afc2
-https://conda.anaconda.org/conda-forge/linux-64/tbb-2021.11.0-h00ab1b0_0.conda#fde515afbbe6e36eb4564965c20b1058
 https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.2.0-pyha21a80b_0.conda#978d03388b62173b8e6f79162cf52b86
 https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhd8ed1ab_0.tar.bz2#f832c45a477c78bebd107098db465095
 https://conda.anaconda.org/conda-forge/noarch/tomli-2.0.1-pyhd8ed1ab_0.tar.bz2#5844808ffab9ebdb694585b50ba02a96
@@ -137,9 +137,10 @@ https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.0-h3faef2a_0.conda#f9
 https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.46.0-py312h98912ed_0.conda#2b76aa1ec66928a4295235c29ae9d978
 https://conda.anaconda.org/conda-forge/linux-64/glib-2.78.3-hfc55251_0.conda#e08e51acc7d1ae8dbe13255e7b4c64ac
 https://conda.anaconda.org/conda-forge/noarch/joblib-1.3.2-pyhd8ed1ab_0.conda#4da50d410f553db77e62ab62ffaa1abc
+https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-20_linux64_mkl.conda#8bf521f6007b0b0eb91515a1165b5d85
 https://conda.anaconda.org/conda-forge/linux-64/libclang-15.0.7-default_hb11cfb5_4.conda#c90f4cbb57839c98fef8f830e4b9972f
-https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.6.0-h5d7e998_0.conda#d8edd0e29db6fb6b6988e1a28d35d994
-https://conda.anaconda.org/conda-forge/linux-64/mkl-2023.2.0-h84fe81f_50496.conda#81d4a1a57d618adf0152db973d93b2ad
+https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.6.0-hd429924_1.conda#1dbcc04604fdf1e526e6d1b0b6938396
+https://conda.anaconda.org/conda-forge/linux-64/mkl-devel-2023.2.0-ha770c72_50496.conda#3b4c50e31ff098b18a450e4f5f860adf
 https://conda.anaconda.org/conda-forge/linux-64/pillow-10.1.0-py312hf3581a9_0.conda#c04d3de9d831a69a5fdfab1413ec2fb6
 https://conda.anaconda.org/conda-forge/linux-64/pulseaudio-client-16.1-hb77b528_5.conda#ac902ff3c1c6d750dd0dfc93a974ab74
 https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.3-pyhd8ed1ab_0.conda#5bdca0aca30b0ee62bb84854e027eae0
@@ -147,23 +148,21 @@ https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.8.2-pyhd8ed1ab_0
 https://conda.anaconda.org/conda-forge/linux-64/sip-6.7.12-py312h30efb56_0.conda#32633871002ee9902f747d2236e0d122
 https://conda.anaconda.org/conda-forge/linux-64/gstreamer-1.22.7-h98fc4e7_1.conda#a8d71f6705ed1f70d7099a6bd1c078ac
 https://conda.anaconda.org/conda-forge/linux-64/harfbuzz-8.3.0-h3d44ed6_0.conda#5a6f6c00ef982a9bc83558d9ac8f64a0
-https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-20_linux64_mkl.conda#8bf521f6007b0b0eb91515a1165b5d85
-https://conda.anaconda.org/conda-forge/linux-64/mkl-devel-2023.2.0-ha770c72_50496.conda#3b4c50e31ff098b18a450e4f5f860adf
+https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-20_linux64_mkl.conda#7a2972758a03adc92d856072c71c9170
+https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-20_linux64_mkl.conda#4db0cd03efcdab535f6f066aca4cddbb
 https://conda.anaconda.org/conda-forge/linux-64/pyqt5-sip-12.12.2-py312h30efb56_5.conda#8a2a122dc4fe14d8cff38f1cf426381f
 https://conda.anaconda.org/conda-forge/noarch/pytest-forked-1.6.0-pyhd8ed1ab_0.conda#a46947638b6e005b63d2d6271da529b0
 https://conda.anaconda.org/conda-forge/linux-64/gst-plugins-base-1.22.7-h8e1006c_1.conda#89cd9374d5fc7371db238e4ef5c5f258
-https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-20_linux64_mkl.conda#7a2972758a03adc92d856072c71c9170
-https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-20_linux64_mkl.conda#4db0cd03efcdab535f6f066aca4cddbb
-https://conda.anaconda.org/conda-forge/noarch/pytest-xdist-2.5.0-pyhd8ed1ab_0.tar.bz2#1fdd1f3baccf0deb647385c677a1a48e
 https://conda.anaconda.org/conda-forge/linux-64/liblapacke-3.9.0-20_linux64_mkl.conda#3dea5e9be386b963d7f4368966e238b3
 https://conda.anaconda.org/conda-forge/linux-64/numpy-1.26.2-py312heda63a1_0.conda#6d7b0ae4472449b7893345c015f486d3
-https://conda.anaconda.org/conda-forge/linux-64/qt-main-5.15.8-h82b777d_17.conda#4f01e33dbb406085a16a2813ab067e95
+https://conda.anaconda.org/conda-forge/noarch/pytest-xdist-2.5.0-pyhd8ed1ab_0.tar.bz2#1fdd1f3baccf0deb647385c677a1a48e
 https://conda.anaconda.org/conda-forge/linux-64/blas-devel-3.9.0-20_linux64_mkl.conda#079d50df2338a3d47522d7e84c3dfbf6
 https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.2.0-py312h8572e83_0.conda#b6249daaaf4577e6f72d95fc4ab767c6
 https://conda.anaconda.org/conda-forge/linux-64/pandas-2.1.4-py312hfb8ada1_0.conda#d0745ae74c2b26571b692ddde112eebb
-https://conda.anaconda.org/conda-forge/linux-64/pyqt-5.15.9-py312h949fe66_5.conda#f6548a564e2d01b2a42020259503945b
+https://conda.anaconda.org/conda-forge/linux-64/qt-main-5.15.8-h450f30e_18.conda#ef0430f8df5dcdedcaaab340b228f30c
 https://conda.anaconda.org/conda-forge/linux-64/scipy-1.11.4-py312heda63a1_0.conda#e1fac3255958529700de75951f060710
 https://conda.anaconda.org/conda-forge/linux-64/blas-2.120-mkl.conda#9444330235a4828878cbe9c897ba0aa3
 https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.8.2-py312he5832f3_0.conda#1bf345f8df6896b5a8016f16188946ba
 https://conda.anaconda.org/conda-forge/linux-64/pyamg-5.0.1-py312hfb10629_1.conda#79ec33a3b3e9e6858e40e6f253b174ab
+https://conda.anaconda.org/conda-forge/linux-64/pyqt-5.15.9-py312h949fe66_5.conda#f6548a564e2d01b2a42020259503945b
 https://conda.anaconda.org/conda-forge/linux-64/matplotlib-3.8.2-py312h7900ff3_0.conda#b409beb1dc6ebb34b767b7fb8fc70b9d
diff --git a/build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock b/build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock
index 7692f422f4018..0eb965b9bd634 100644
--- a/build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock
+++ b/build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock
@@ -78,5 +78,5 @@ https://repo.anaconda.com/pkgs/main/osx-64/mkl_random-1.2.4-py311ha357a0b_0.cond
 https://repo.anaconda.com/pkgs/main/osx-64/numpy-1.24.3-py311h728a8a3_1.conda#68069c79ebb0cdd2561026a909a57183
 https://repo.anaconda.com/pkgs/main/osx-64/numexpr-2.8.7-py311h728a8a3_0.conda#21a483a6825576049b1abda53076ef3e
 https://repo.anaconda.com/pkgs/main/osx-64/scipy-1.11.4-py311h224febf_0.conda#c1db23a0c898869d0f4f02831f9e31e3
-https://repo.anaconda.com/pkgs/main/osx-64/pandas-2.1.1-py311hdb55bb0_0.conda#cb028f3ed9d530507a0b9e83b96a6e2c
+https://repo.anaconda.com/pkgs/main/osx-64/pandas-2.1.4-py311hdb55bb0_0.conda#b118594fae66a7cd93c088f75de7faca
 https://repo.anaconda.com/pkgs/main/osx-64/pyamg-4.2.3-py311h37a6a59_0.conda#5fca7d043dc68c1d7acc22aa03a24918
diff --git a/build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock b/build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock
index f2126210400f4..ff6980c051d83 100644
--- a/build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock
+++ b/build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock
@@ -24,7 +24,7 @@ https://repo.anaconda.com/pkgs/main/linux-64/setuptools-68.0.0-py39h06a4308_0.co
 https://repo.anaconda.com/pkgs/main/linux-64/wheel-0.41.2-py39h06a4308_0.conda#ec1b8213c3585defaa6042ed2f95861d
 https://repo.anaconda.com/pkgs/main/linux-64/pip-23.3.1-py39h06a4308_0.conda#685007e3dae59d211620f19926577bd6
 # pip alabaster @ https://files.pythonhosted.org/packages/64/88/c7083fc61120ab661c5d0b82cb77079fc1429d3f913a456c1c82cf4658f7/alabaster-0.7.13-py3-none-any.whl#sha256=1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3
-# pip babel @ https://files.pythonhosted.org/packages/86/14/5dc2eb02b7cc87b2f95930310a2cc5229198414919a116b564832c747bc1/Babel-2.13.1-py3-none-any.whl#sha256=7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed
+# pip babel @ https://files.pythonhosted.org/packages/0d/35/4196b21041e29a42dc4f05866d0c94fa26c9da88ce12c38c2265e42c82fb/Babel-2.14.0-py3-none-any.whl#sha256=efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287
 # pip certifi @ https://files.pythonhosted.org/packages/64/62/428ef076be88fa93716b576e4a01f919d25968913e817077a386fcbe4f42/certifi-2023.11.17-py3-none-any.whl#sha256=e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474
 # pip charset-normalizer @ https://files.pythonhosted.org/packages/98/69/5d8751b4b670d623aa7a47bef061d69c279e9f922f6705147983aa76c3ce/charset_normalizer-3.3.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl#sha256=b261ccdec7821281dade748d088bb6e9b69e6d15b30652b74cbbac25e280b796
 # pip cycler @ https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl#sha256=85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30
diff --git a/build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock b/build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock
index 06368fa009415..0f98f987d6851 100644
--- a/build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock
+++ b/build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock
@@ -26,7 +26,7 @@ https://repo.anaconda.com/pkgs/main/linux-64/setuptools-68.0.0-py311h06a4308_0.c
 https://repo.anaconda.com/pkgs/main/linux-64/wheel-0.41.2-py311h06a4308_0.conda#2d4ff85d3dfb7749ae0485ee148d4ea5
 https://repo.anaconda.com/pkgs/main/linux-64/pip-23.3.1-py311h06a4308_0.conda#6fdb2a3c731f093b0014450a071c7f7f
 # pip alabaster @ https://files.pythonhosted.org/packages/64/88/c7083fc61120ab661c5d0b82cb77079fc1429d3f913a456c1c82cf4658f7/alabaster-0.7.13-py3-none-any.whl#sha256=1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3
-# pip babel @ https://files.pythonhosted.org/packages/86/14/5dc2eb02b7cc87b2f95930310a2cc5229198414919a116b564832c747bc1/Babel-2.13.1-py3-none-any.whl#sha256=7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed
+# pip babel @ https://files.pythonhosted.org/packages/0d/35/4196b21041e29a42dc4f05866d0c94fa26c9da88ce12c38c2265e42c82fb/Babel-2.14.0-py3-none-any.whl#sha256=efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287
 # pip certifi @ https://files.pythonhosted.org/packages/64/62/428ef076be88fa93716b576e4a01f919d25968913e817077a386fcbe4f42/certifi-2023.11.17-py3-none-any.whl#sha256=e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474
 # pip charset-normalizer @ https://files.pythonhosted.org/packages/40/26/f35951c45070edc957ba40a5b1db3cf60a9dbb1b350c2d5bef03e01e61de/charset_normalizer-3.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl#sha256=753f10e867343b4511128c6ed8c82f7bec3bd026875576dfd88483c5c73b2fd8
 # pip coverage @ https://files.pythonhosted.org/packages/bc/01/bf243cf5c926681b35d0c6aa9a3b33da35ab65323c4a593d386b08a0249e/coverage-7.3.2-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl#sha256=4175e10cc8dda0265653e8714b3174430b07c1dca8957f4966cbd6c2b1b8065a
diff --git a/build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock b/build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock
index 6c8283ce0bb35..73dee95cc4ab7 100644
--- a/build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock
+++ b/build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock
@@ -106,7 +106,7 @@ https://conda.anaconda.org/conda-forge/win-64/libcblas-3.9.0-20_win64_mkl.conda#
 https://conda.anaconda.org/conda-forge/win-64/liblapack-3.9.0-20_win64_mkl.conda#9510d07424d70fcac553d86b3e4a7c14
 https://conda.anaconda.org/conda-forge/win-64/liblapacke-3.9.0-20_win64_mkl.conda#960008cd6e9827a5c9b68e77fdf3d29f
 https://conda.anaconda.org/conda-forge/win-64/numpy-1.26.2-py39hddb5d58_0.conda#59f29cc03dd8a2768749cf73e8b1ce58
-https://conda.anaconda.org/conda-forge/win-64/qt-main-5.15.8-h9e85ed6_17.conda#568b134e26f3e2a44ff24028c27b8c0e
+https://conda.anaconda.org/conda-forge/win-64/qt-main-5.15.8-h9e85ed6_18.conda#8427460072b90560c0675c37c30386ef
 https://conda.anaconda.org/conda-forge/win-64/blas-devel-3.9.0-20_win64_mkl.conda#40f21d1e894795983dec1036847e7460
 https://conda.anaconda.org/conda-forge/win-64/contourpy-1.2.0-py39h1f6ef14_0.conda#9eeea323eacb6549cbb3df3d81181cb2
 https://conda.anaconda.org/conda-forge/win-64/pyqt-5.15.9-py39hb77abff_5.conda#5ed899124a51958336371ff01482b8fd
diff --git a/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock b/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
index 5f6400f107e5c..1a77242a74fc3 100644
--- a/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
+++ b/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
@@ -67,7 +67,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.39-h753d276_0.conda#e
 https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.44.2-h2797004_0.conda#3b6a9f225c3dbe0d24f4fedd4625c5bf
 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-1.15-h0b41bf4_0.conda#33277193f5b92bad9fdd230eb700929c
-https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.11.6-h232c23b_0.conda#427a3e59d66cb5d145020bd9c6493334
+https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.12.2-h232c23b_0.conda#1917ed337979482731e8ac8c1bedf9dd
 https://conda.anaconda.org/conda-forge/linux-64/mysql-common-8.0.33-hf1915f5_6.conda#80bf3b277c120dd294b51d404b931a75
 https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.42-hcad00b1_0.conda#679c8961826aa4b50653bce17ee52abe
 https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8228510_1.conda#47d31b792659ce70f470b5c82fdfb7a4
@@ -81,7 +81,7 @@ https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.2-h659d440_0.conda#cd9
 https://conda.anaconda.org/conda-forge/linux-64/libgcrypt-1.10.3-hd590300_0.conda#32d16ad533c59bb0a3c5ffaf16110829
 https://conda.anaconda.org/conda-forge/linux-64/libglib-2.78.3-h783c2da_0.conda#9bd06b12bbfa6fd1740fd23af4b0f0c7
 https://conda.anaconda.org/conda-forge/linux-64/libhiredis-1.0.2-h2cc385e_0.tar.bz2#b34907d3a81a3cd8095ee83d174c074a
-https://conda.anaconda.org/conda-forge/linux-64/libllvm15-15.0.7-h5cf9203_3.conda#9efe82d44b76a7529a1d702e5a37752e
+https://conda.anaconda.org/conda-forge/linux-64/libllvm15-15.0.7-hb3ce162_4.conda#8a35df3cbc0c8b12cc8af9473ae75eef
 https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.25-pthreads_h413a1c8_0.conda#d172b34a443b95f86089e8229ddc9a17
 https://conda.anaconda.org/conda-forge/linux-64/libsndfile-1.2.2-hc60ed4a_1.conda#ef1910918dd895516a769ed36b5b3a4e
 https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.6.0-ha9c0a0a_2.conda#55ed21669b2015f77c180feb1dd41930
@@ -158,7 +158,7 @@ https://conda.anaconda.org/conda-forge/noarch/joblib-1.3.2-pyhd8ed1ab_0.conda#4d
 https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-20_linux64_openblas.conda#36d486d72ab64ffea932329a1d3729a3
 https://conda.anaconda.org/conda-forge/linux-64/libclang-15.0.7-default_hb11cfb5_4.conda#c90f4cbb57839c98fef8f830e4b9972f
 https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-20_linux64_openblas.conda#6fabc51f5e647d09cc010c40061557e0
-https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.6.0-h5d7e998_0.conda#d8edd0e29db6fb6b6988e1a28d35d994
+https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.6.0-hd429924_1.conda#1dbcc04604fdf1e526e6d1b0b6938396
 https://conda.anaconda.org/conda-forge/linux-64/pillow-10.1.0-py39had0adad_0.conda#eeaa413fddccecb2ab7f747bdb55b07f
 https://conda.anaconda.org/conda-forge/linux-64/pulseaudio-client-16.1-hb77b528_5.conda#ac902ff3c1c6d750dd0dfc93a974ab74
 https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.3-pyhd8ed1ab_0.conda#5bdca0aca30b0ee62bb84854e027eae0
@@ -182,7 +182,7 @@ https://conda.anaconda.org/conda-forge/linux-64/scipy-1.11.4-py39h474f0d3_0.cond
 https://conda.anaconda.org/conda-forge/linux-64/blas-2.120-openblas.conda#c8f6916a81a340650078171b1d852574
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 https://conda.anaconda.org/conda-forge/linux-64/pyamg-5.0.1-py39hda80f44_1.conda#6df47699edb4d8d3365de2d189a456bc
-https://conda.anaconda.org/conda-forge/linux-64/qt-main-5.15.8-h82b777d_17.conda#4f01e33dbb406085a16a2813ab067e95
+https://conda.anaconda.org/conda-forge/linux-64/qt-main-5.15.8-h450f30e_18.conda#ef0430f8df5dcdedcaaab340b228f30c
 https://conda.anaconda.org/conda-forge/linux-64/pyqt-5.15.9-py39h52134e7_5.conda#e1f148e57d071b09187719df86f513c1
 https://conda.anaconda.org/conda-forge/linux-64/matplotlib-3.8.2-py39hf3d152e_0.conda#18d40a5ada9a801cabaf5d47c15c6282
 https://conda.anaconda.org/conda-forge/noarch/numpydoc-1.6.0-pyhd8ed1ab_0.conda#191b8a622191a403700d16a2008e4e29
diff --git a/build_tools/circle/doc_linux-64_conda.lock b/build_tools/circle/doc_linux-64_conda.lock
index 22c18555c6a9d..57700c0a0835f 100644
--- a/build_tools/circle/doc_linux-64_conda.lock
+++ b/build_tools/circle/doc_linux-64_conda.lock
@@ -63,7 +63,7 @@ https://conda.anaconda.org/conda-forge/linux-64/pixman-0.42.2-h59595ed_0.conda#7
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2#22dad4df6e8630e8dff2428f6f6a7036
 https://conda.anaconda.org/conda-forge/linux-64/rav1e-0.6.6-he8a937b_2.conda#77d9955b4abddb811cb8ab1aa7d743e4
 https://conda.anaconda.org/conda-forge/linux-64/snappy-1.1.10-h9fff704_0.conda#e6d228cd0bb74a51dd18f5bfce0b4115
-https://conda.anaconda.org/conda-forge/linux-64/svt-av1-1.7.0-h59595ed_0.conda#b6e0b4f1edc2740d1cf87669195c39d4
+https://conda.anaconda.org/conda-forge/linux-64/svt-av1-1.8.0-h59595ed_0.conda#a9fb862e9d3beb0ebc61c10806056a7d
 https://conda.anaconda.org/conda-forge/linux-64/xorg-kbproto-1.0.7-h7f98852_1002.tar.bz2#4b230e8381279d76131116660f5a241a
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libice-1.1.1-hd590300_0.conda#b462a33c0be1421532f28bfe8f4a7514
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.11-hd590300_0.conda#2c80dc38fface310c9bd81b17037fee5
@@ -77,7 +77,7 @@ https://conda.anaconda.org/conda-forge/linux-64/zfp-1.0.0-h59595ed_4.conda#9cfba
 https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.0.7-h0b41bf4_0.conda#49e8329110001f04923fe7e864990b0c
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 https://conda.anaconda.org/conda-forge/linux-64/gcc_impl_linux-64-12.3.0-he2b93b0_3.conda#71c68ea75afe6ac7a9c62c08f5d67a5a
-https://conda.anaconda.org/conda-forge/linux-64/libavif16-1.0.3-hed45d22_0.conda#a99ff926a1a69c28e90efc61e9cf2e56
+https://conda.anaconda.org/conda-forge/linux-64/libavif16-1.0.3-hef5bec9_1.conda#11a4e0cd0874e77396e781154a8d672f
 https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.1.0-hd590300_1.conda#f07002e225d7a60a694d42a7bf5ff53f
 https://conda.anaconda.org/conda-forge/linux-64/libbrotlienc-1.1.0-hd590300_1.conda#5fc11c6020d421960607d821310fcd4d
 https://conda.anaconda.org/conda-forge/linux-64/libcap-2.69-h0f662aa_0.conda#25cb5999faa414e5ccb2c1388f62d3d5
@@ -90,7 +90,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.39-h753d276_0.conda#e
 https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.44.2-h2797004_0.conda#3b6a9f225c3dbe0d24f4fedd4625c5bf
 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-1.15-h0b41bf4_0.conda#33277193f5b92bad9fdd230eb700929c
-https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.11.6-h232c23b_0.conda#427a3e59d66cb5d145020bd9c6493334
+https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.12.2-h232c23b_0.conda#1917ed337979482731e8ac8c1bedf9dd
 https://conda.anaconda.org/conda-forge/linux-64/mysql-common-8.0.33-hf1915f5_6.conda#80bf3b277c120dd294b51d404b931a75
 https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.42-hcad00b1_0.conda#679c8961826aa4b50653bce17ee52abe
 https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8228510_1.conda#47d31b792659ce70f470b5c82fdfb7a4
@@ -109,7 +109,7 @@ https://conda.anaconda.org/conda-forge/linux-64/gxx_impl_linux-64-12.3.0-he2b93b
 https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.2-h659d440_0.conda#cd95826dbd331ed1be26bdf401432844
 https://conda.anaconda.org/conda-forge/linux-64/libgcrypt-1.10.3-hd590300_0.conda#32d16ad533c59bb0a3c5ffaf16110829
 https://conda.anaconda.org/conda-forge/linux-64/libglib-2.78.3-h783c2da_0.conda#9bd06b12bbfa6fd1740fd23af4b0f0c7
-https://conda.anaconda.org/conda-forge/linux-64/libllvm15-15.0.7-h5cf9203_3.conda#9efe82d44b76a7529a1d702e5a37752e
+https://conda.anaconda.org/conda-forge/linux-64/libllvm15-15.0.7-hb3ce162_4.conda#8a35df3cbc0c8b12cc8af9473ae75eef
 https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.25-pthreads_h413a1c8_0.conda#d172b34a443b95f86089e8229ddc9a17
 https://conda.anaconda.org/conda-forge/linux-64/libsndfile-1.2.2-hc60ed4a_1.conda#ef1910918dd895516a769ed36b5b3a4e
 https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.6.0-ha9c0a0a_2.conda#55ed21669b2015f77c180feb1dd41930
@@ -199,7 +199,7 @@ https://conda.anaconda.org/conda-forge/noarch/joblib-1.3.2-pyhd8ed1ab_0.conda#4d
 https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-20_linux64_openblas.conda#36d486d72ab64ffea932329a1d3729a3
 https://conda.anaconda.org/conda-forge/linux-64/libclang-15.0.7-default_hb11cfb5_4.conda#c90f4cbb57839c98fef8f830e4b9972f
 https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-20_linux64_openblas.conda#6fabc51f5e647d09cc010c40061557e0
-https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.6.0-h5d7e998_0.conda#d8edd0e29db6fb6b6988e1a28d35d994
+https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.6.0-hd429924_1.conda#1dbcc04604fdf1e526e6d1b0b6938396
 https://conda.anaconda.org/conda-forge/noarch/memory_profiler-0.61.0-pyhd8ed1ab_0.tar.bz2#8b45f9f2b2f7a98b0ec179c8991a4a9b
 https://conda.anaconda.org/conda-forge/linux-64/pillow-10.1.0-py39had0adad_0.conda#eeaa413fddccecb2ab7f747bdb55b07f
 https://conda.anaconda.org/conda-forge/noarch/pip-23.3.1-pyhd8ed1ab_0.conda#2400c0b86889f43aa52067161e1fb108
@@ -232,8 +232,8 @@ https://conda.anaconda.org/conda-forge/linux-64/scipy-1.11.4-py39h474f0d3_0.cond
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 https://conda.anaconda.org/conda-forge/linux-64/pyamg-5.0.1-py39hda80f44_1.conda#6df47699edb4d8d3365de2d189a456bc
-https://conda.anaconda.org/conda-forge/linux-64/qt-main-5.15.8-h82b777d_17.conda#4f01e33dbb406085a16a2813ab067e95
-https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.14.0-py39h44dd56e_2.conda#a00daa168ddb25c6bb30952374c011e8
+https://conda.anaconda.org/conda-forge/linux-64/qt-main-5.15.8-h450f30e_18.conda#ef0430f8df5dcdedcaaab340b228f30c
+https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.14.0-py39h44dd56e_3.conda#4715b095e8c253936e4372a1929a545f
 https://conda.anaconda.org/conda-forge/noarch/tifffile-2023.12.9-pyhd8ed1ab_0.conda#454bc0aff84f35fa53ba9e0369737a9b
 https://conda.anaconda.org/conda-forge/linux-64/pyqt-5.15.9-py39h52134e7_5.conda#e1f148e57d071b09187719df86f513c1
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diff --git a/build_tools/circle/doc_min_dependencies_linux-64_conda.lock b/build_tools/circle/doc_min_dependencies_linux-64_conda.lock
index 77a72a3596b05..cd5716a795079 100644
--- a/build_tools/circle/doc_min_dependencies_linux-64_conda.lock
+++ b/build_tools/circle/doc_min_dependencies_linux-64_conda.lock
@@ -75,7 +75,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.39-h753d276_0.conda#e
 https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.44.2-h2797004_0.conda#3b6a9f225c3dbe0d24f4fedd4625c5bf
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 https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.15-h0b41bf4_0.conda#33277193f5b92bad9fdd230eb700929c
-https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.11.6-h232c23b_0.conda#427a3e59d66cb5d145020bd9c6493334
+https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.12.2-h232c23b_0.conda#1917ed337979482731e8ac8c1bedf9dd
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 https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.42-hcad00b1_0.conda#679c8961826aa4b50653bce17ee52abe
 https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8228510_1.conda#47d31b792659ce70f470b5c82fdfb7a4
@@ -91,7 +91,7 @@ https://conda.anaconda.org/conda-forge/linux-64/gxx_impl_linux-64-12.3.0-he2b93b
 https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.2-h659d440_0.conda#cd95826dbd331ed1be26bdf401432844
 https://conda.anaconda.org/conda-forge/linux-64/libgcrypt-1.10.3-hd590300_0.conda#32d16ad533c59bb0a3c5ffaf16110829
 https://conda.anaconda.org/conda-forge/linux-64/libglib-2.78.3-h783c2da_0.conda#9bd06b12bbfa6fd1740fd23af4b0f0c7
-https://conda.anaconda.org/conda-forge/linux-64/libllvm15-15.0.7-h5cf9203_3.conda#9efe82d44b76a7529a1d702e5a37752e
+https://conda.anaconda.org/conda-forge/linux-64/libllvm15-15.0.7-hb3ce162_4.conda#8a35df3cbc0c8b12cc8af9473ae75eef
 https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.25-pthreads_h413a1c8_0.conda#d172b34a443b95f86089e8229ddc9a17
 https://conda.anaconda.org/conda-forge/linux-64/libsndfile-1.2.2-hc60ed4a_1.conda#ef1910918dd895516a769ed36b5b3a4e
 https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.6.0-ha9c0a0a_2.conda#55ed21669b2015f77c180feb1dd41930
@@ -119,7 +119,7 @@ https://conda.anaconda.org/conda-forge/linux-64/docutils-0.19-py39hf3d152e_1.tar
 https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.2.0-pyhd8ed1ab_0.conda#f6c211fee3c98229652b60a9a42ef363
 https://conda.anaconda.org/conda-forge/noarch/execnet-2.0.2-pyhd8ed1ab_0.conda#67de0d8241e1060a479e3c37793e26f9
 https://conda.anaconda.org/conda-forge/linux-64/fontconfig-2.14.2-h14ed4e7_0.conda#0f69b688f52ff6da70bccb7ff7001d1d
-https://conda.anaconda.org/conda-forge/noarch/fsspec-2023.12.1-pyhca7485f_0.conda#b38946846cdf39f9bce93f75f571d913
+https://conda.anaconda.org/conda-forge/noarch/fsspec-2023.12.2-pyhca7485f_0.conda#bf40f2a8835b78b1f91083d306b493d2
 https://conda.anaconda.org/conda-forge/linux-64/gfortran-12.3.0-h499e0f7_2.conda#0558a8c44eb7a18e6682bd3a8ae6dcab
 https://conda.anaconda.org/conda-forge/linux-64/gfortran_linux-64-12.3.0-h7fe76b4_2.conda#3a749210487c0358b6f135a648cbbf60
 https://conda.anaconda.org/conda-forge/linux-64/glib-tools-2.78.3-hfc55251_0.conda#41d2f46e0ac8372eeb959860713d9b21
@@ -180,7 +180,7 @@ https://conda.anaconda.org/conda-forge/noarch/joblib-1.3.2-pyhd8ed1ab_0.conda#4d
 https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-20_linux64_openblas.conda#36d486d72ab64ffea932329a1d3729a3
 https://conda.anaconda.org/conda-forge/linux-64/libclang-15.0.7-default_hb11cfb5_4.conda#c90f4cbb57839c98fef8f830e4b9972f
 https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-20_linux64_openblas.conda#6fabc51f5e647d09cc010c40061557e0
-https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.6.0-h5d7e998_0.conda#d8edd0e29db6fb6b6988e1a28d35d994
+https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.6.0-hd429924_1.conda#1dbcc04604fdf1e526e6d1b0b6938396
 https://conda.anaconda.org/conda-forge/noarch/memory_profiler-0.61.0-pyhd8ed1ab_0.tar.bz2#8b45f9f2b2f7a98b0ec179c8991a4a9b
 https://conda.anaconda.org/conda-forge/noarch/partd-1.4.1-pyhd8ed1ab_0.conda#acf4b7c0bcd5fa3b0e05801c4d2accd6
 https://conda.anaconda.org/conda-forge/linux-64/pillow-10.1.0-py39had0adad_0.conda#eeaa413fddccecb2ab7f747bdb55b07f
@@ -214,7 +214,7 @@ https://conda.anaconda.org/conda-forge/linux-64/pywavelets-1.3.0-py39hd257fcd_1.
 https://conda.anaconda.org/conda-forge/linux-64/scipy-1.6.0-py39hee8e79c_0.tar.bz2#3afcb78281836e61351a2924f3230060
 https://conda.anaconda.org/conda-forge/linux-64/blas-2.120-openblas.conda#c8f6916a81a340650078171b1d852574
 https://conda.anaconda.org/conda-forge/linux-64/pyamg-4.2.3-py39hac2352c_1.tar.bz2#6fb0628d6195d8b6caa2422d09296399
-https://conda.anaconda.org/conda-forge/linux-64/qt-main-5.15.8-h82b777d_17.conda#4f01e33dbb406085a16a2813ab067e95
+https://conda.anaconda.org/conda-forge/linux-64/qt-main-5.15.8-h450f30e_18.conda#ef0430f8df5dcdedcaaab340b228f30c
 https://conda.anaconda.org/conda-forge/noarch/seaborn-base-0.12.2-pyhd8ed1ab_0.conda#cf88f3a1c11536bc3c10c14ad00ccc42
 https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.13.2-py39hd257fcd_0.tar.bz2#bd7cdadf70e34a19333c3aacc40206e8
 https://conda.anaconda.org/conda-forge/noarch/tifffile-2020.6.3-py_0.tar.bz2#1fb771bb25b2eecbc73abf5143fa35bd
diff --git a/doc/computing/parallelism.rst b/doc/computing/parallelism.rst
index cc4d0a0fd2d07..0cd02ab5a0449 100644
--- a/doc/computing/parallelism.rst
+++ b/doc/computing/parallelism.rst
@@ -316,3 +316,12 @@ most machines.
 Users looking for the best performance might want to tune this variable using
 powers of 2 so as to get the best parallelism behavior for their hardware,
 especially with respect to their caches' sizes.
+
+`SKLEARN_DOC_BUILD_WARNINGS_AS_ERRORS`
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+This environment variable issue errors instead of warnings when building the
+documentation. It ensures that we don't introduce new warnings in the example
+gallery. By default, the warnings are treated as errors (e.g. `"true"`). This
+is different from `SPHINXOPTS="-W"` that catch syntax warnings from the rst
+generation.
diff --git a/doc/conf.py b/doc/conf.py
index 4ef9cb61519ec..c5e87442abe1f 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -706,18 +706,19 @@ def setup(app):
         " non-GUI backend, so cannot show the figure."
     ),
 )
-# Raise warning as error in example to catch warnings when building the documentation
-# Since we are using lock files to build the documentation, we should not have any
-# warnings. Before updating the lock files, we need to fix them.
-for warning_type in (FutureWarning, DeprecationWarning, VisibleDeprecationWarning):
-    warnings.filterwarnings("error", category=warning_type)
-# TODO: remove when pyamg > 5.0.1
-# Avoid a deprecation warning due pkg_resources deprecation in pyamg.
-warnings.filterwarnings(
-    "ignore",
-    message="pkg_resources is deprecated as an API",
-    category=DeprecationWarning,
-)
+if os.environ.get("SKLEARN_DOC_BUILD_WARNINGS_AS_ERRORS", "true").lower() == "true":
+    # Raise warning as error in example to catch warnings when building the
+    # documentation Since we are using lock files to build the documentation, we should
+    # not have any warnings. Before updating the lock files, we need to fix them.
+    for warning_type in (FutureWarning, DeprecationWarning, VisibleDeprecationWarning):
+        warnings.filterwarnings("error", category=warning_type)
+    # TODO: remove when pyamg > 5.0.1
+    # Avoid a deprecation warning due pkg_resources deprecation in pyamg.
+    warnings.filterwarnings(
+        "ignore",
+        message="pkg_resources is deprecated as an API",
+        category=DeprecationWarning,
+    )
 
 # maps functions with a class name that is indistinguishable when case is
 # ignore to another filename