diff --git a/gnu/packages/machine-learning.scm b/gnu/packages/machine-learning.scm
index 9f2eed7b93a..b21f9fd875f 100644
--- a/gnu/packages/machine-learning.scm
+++ b/gnu/packages/machine-learning.scm
@@ -5069,7 +5069,7 @@ PyTorch.")
             googlebenchmark
             libuv
             miniz-for-pytorch
-            oneapi-dnnl
+            onednn
             openblas
             openmpi
             openssl ; for cpp-httplib
@@ -5196,7 +5196,7 @@ test/torchaudio_unittest/prototype/hifi_gan/hifi_gan_gpu_test.py"
     (native-inputs
      (list cmake
            ninja
-           oneapi-dnnl
+           onednn
            python-expecttest
            python-parameterized
            python-pytest
@@ -6727,67 +6727,6 @@ easily extensible.")
 Brian 2 simulator.")
     (license license:cecill)))
 
-(define-public oneapi-dnnl
-  (package
-    (name "oneapi-dnnl")
-    (version "3.5.3")
-    (source
-     (origin
-       (method git-fetch)
-       (uri (git-reference
-             (url "https://github.com/oneapi-src/oneDNN")
-             (commit (string-append "v" version))))
-       (file-name (git-file-name name version))
-       (sha256
-        (base32 "1m2d7qlbfk86rmvmpvx2k3rc2k0l9hf9qpa54jl44670ls9n8i7w"))
-       (modules '((guix build utils)
-                  (ice-9 rdelim)))
-       ;; Copyright date used by code generation script
-       (snippet
-        '(for-each
-          (lambda (file)
-            (with-atomic-file-replacement
-             file
-             (lambda (in out)
-               (let loop ((line (read-line in 'concat)))
-                 (if (string-contains line "Copyright")
-                     (display line out)
-                     (loop (read-line in 'concat)))))))
-          '("include/oneapi/dnnl/dnnl_debug.h"
-            "src/common/dnnl_debug_autogenerated.cpp"
-            "tests/benchdnn/dnnl_debug_autogenerated.cpp"
-            "tests/benchdnn/dnnl_debug.hpp")))))
-    (build-system cmake-build-system)
-    (arguments
-     (list
-      #:configure-flags
-      `(list
-        ,@(if (target-riscv64?)
-              (list #:configure-flags '("-DDNNL_CPU_RUNTIME=SEQ"))
-              '())
-        ;; Used in PyTorch
-        "-DDNNL_EXPERIMENTAL_UKERNEL=ON")
-      #:phases
-      '(modify-phases %standard-phases
-         (add-after 'configure 'codegen
-           (lambda _
-             (with-directory-excursion "../source"
-               (invoke "castxml" "--castxml-cc-gnu-c" "clang"
-                       "--castxml-output=1" "-DDNNL_EXPERIMENTAL_SPARSE"
-                       "-Iinclude" "-I../build/include"
-                       "include/oneapi/dnnl/dnnl_types.h" "-o" "types.xml")
-               (invoke "python3" "scripts/generate_dnnl_debug.py" "types.xml")
-               ;; Modifies include/oneapi/dnnl/dnnl.hpp
-               (invoke "python3" "scripts/generate_format_tags.py")))))))
-    (native-inputs (list castxml clang-17 python))
-    (home-page "https://github.com/oneapi-src/oneDNN")
-    (synopsis "Deep Neural Network Library")
-    (description
-     "OneAPI Deep Neural Network Library (oneDNN) is a cross-platform
-performance library of basic building blocks for deep learning applications.")
-    (supported-systems %64bit-supported-systems)
-    (license license:asl2.0)))
-
 (define-public python-gguf
   (package
     (name "python-gguf")
diff --git a/gnu/packages/oneapi.scm b/gnu/packages/oneapi.scm
index 7252b33e42d..2e49c291335 100644
--- a/gnu/packages/oneapi.scm
+++ b/gnu/packages/oneapi.scm
@@ -149,6 +149,8 @@ performance library of basic building blocks for deep learning applications.")
     (supported-systems %64bit-supported-systems)
     (license license:asl2.0)))
 
+(define-public oneapi-dnnl (deprecated-package "oneapi-dnnl" onednn))
+
 ;;; Updates and replaces tbb in (gnu packages tbb)
 (define-public onetbb
   (package