diff --git a/.github/workflows/run_tests.yaml b/.github/workflows/run_tests.yaml
index 13bc7a6..dffa56f 100644
--- a/.github/workflows/run_tests.yaml
+++ b/.github/workflows/run_tests.yaml
@@ -21,7 +21,7 @@ jobs:
       # Development tracker: https://github.com/scikit-learn/scikit-learn/pull/25535/
       # TODO: Remove this step when the plugin API is officially released
     - name: Install pytest, sklearn branch "feature/engine-api", and sklearn-numba-dpex
-      run: pip install pytest git+https://github.com/scikit-learn/scikit-learn.git@2ccfc8c4bdf66db005d7681757b4145842944fb9#egg=scikit-learn -e .
+      run: pip install pytest git+https://github.com/scikit-learn/scikit-learn.git@7d52073b15ee920c6f49208c777e7ce7663ff74b#egg=scikit-learn -e .
 
     - name: Check device
       run: python -c "import dpctl; dpctl.select_default_device().print_device_info()"
diff --git a/README.md b/README.md
index 50e0259..215a108 100644
--- a/README.md
+++ b/README.md
@@ -163,7 +163,7 @@ conda create --yes --name sklearn-dev \
 conda activate sklearn-dev
 git clone https://github.com/scikit-learn/scikit-learn -b "feature/engine-api" --depth 1
 cd scikit-learn
-git checkout 2ccfc8c4bdf66db005d7681757b4145842944fb9
+git checkout 7d52073b15ee920c6f49208c777e7ce7663ff74b
 python setup.py bdist_wheel
 conda activate $CONDA_DPEX_ENV_NAME
 cd dist/
@@ -226,7 +226,7 @@ Once you have loaded into the container, follow those instructions to install th
 ```bash
 git clone https://github.com/scikit-learn/scikit-learn -b "feature/engine-api" --depth 1
 cd scikit-learn
-git checkout 2ccfc8c4bdf66db005d7681757b4145842944fb9
+git checkout 7d52073b15ee920c6f49208c777e7ce7663ff74b
 pip install -e .
 cd ..
 ```
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 8b53e1b..9d88d68 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -24,7 +24,7 @@
 #
 # TODO: make a custom build with other base images to test compatibility
 # with other OSes.
-ARG BASE_IMAGE_VERSION=latest-57b016e6e031950e5e5abda2d69afc355e7c7b61
+ARG BASE_IMAGE_VERSION=latest-865092f2b51feebd7aa8caaba486e7b66951d982
 ARG BASE_IMAGE_TAG=ghcr.io/intel/llvm/ubuntu2204_intel_drivers
 
 ARG BASE=${BASE_IMAGE_TAG}:${BASE_IMAGE_VERSION}
@@ -39,7 +39,7 @@ ARG BASE=${BASE_IMAGE_TAG}:${BASE_IMAGE_VERSION}
 # FIXME: The base image is missing a package required for enabling the `level_zero`
 # backend, see https://github.com/intel/llvm/issues/6342
 # Until it is fixed upstream we need to explicitly install the oneAPI level_zero loader.
-ARG L0_LOADER_DEB_VERSION=1.14.0
+ARG L0_LOADER_DEB_VERSION=1.15.8
 ARG L0_LOADER_DEB_PLATFORM=u22.04
 
 ARG INTEL_PYPI_URL=https://pypi.anaconda.org/intel/simple
@@ -53,24 +53,23 @@ ARG PYTHON_VERSION=3.10.13
 # It can be found at https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html?operatingsystem=linux&distributions=webdownload&options=online
 # The installer CLI is documented here: https://www.intel.com/content/www/us/en/develop/documentation/installation-guide-for-intel-oneapi-toolkits-linux/top/installation/install-with-command-line.html#install-with-command-line_interactive
 
-ARG ONEAPI_INSTALLER_URL=https://registrationcenter-download.intel.com/akdlm/IRC_NAS/992857b9-624c-45de-9701-f6445d845359
-ARG ONEAPI_INSTALL_BINARY_NAME=l_BaseKit_p_2023.2.0.49397.sh
+ARG ONEAPI_INSTALLER_URL=https://registrationcenter-download.intel.com/akdlm/IRC_NAS/163da6e4-56eb-4948-aba3-debcec61c064
+ARG ONEAPI_INSTALL_BINARY_NAME=l_BaseKit_p_2024.0.1.46.sh
 
 ARG ONEAPI_INSTALL_DIR=/opt/intel/oneapi
 
 # Some build steps require a high enough version of cmake.
 # Bump it if necessary.
 
-ARG CMAKE_VERSION=3.27
-ARG CMAKE_VERSION_BUILD=6
-
+ARG CMAKE_VERSION=3.28
+ARG CMAKE_VERSION_BUILD=1
 
 # Versions of the intel python packages
 
-ARG DPCTL_GIT_BRANCH=0.15.1dev0
+ARG DPCTL_GIT_BRANCH=0.15.1dev2
 ARG DPCTL_GIT_URL=https://github.com/IntelPython/dpctl.git
 
-ARG DPNP_GIT_BRANCH=0.13.1dev0
+ARG DPNP_GIT_BRANCH=0.13.1dev2
 ARG DPNP_GIT_URL=https://github.com/IntelPython/dpnp.git
 
 # `numba_dpex` often requires to install from arbitrary git commits, so the
@@ -304,7 +303,7 @@ RUN --mount=type=bind,target=$ONEAPI_INSTALL_DIR,source=$ONEAPI_INSTALL_DIR,from
     && python setup.py clean --all \
     && python setup.py bdist_wheel \
     && cp dist/dpcpp_llvm_spirv*.whl $TMPDIR \
-    && cp $ONEAPI_INSTALL_DIR/compiler/latest/linux/bin-llvm/llvm-spirv $TMPDIR \
+    && cp $ONEAPI_INSTALL_DIR/2024.0/bin/compiler/llvm-spirv $TMPDIR \
     && rm -Rf $DPCPP_LLVM_SPIRV_BUILD_DIR
 
 FROM build_environment AS numba_dpex_builder