diff --git a/gnu/local.mk b/gnu/local.mk
index 8862fbfbb9..0af5e1498b 100644
--- a/gnu/local.mk
+++ b/gnu/local.mk
@@ -2002,6 +2002,7 @@ dist_patch_DATA =						\
   %D%/packages/patches/tcsh-fix-autotest.patch			\
   %D%/packages/patches/teensy-loader-cli-help.patch		\
   %D%/packages/patches/tensorflow-c-api-fix.patch		\
+  %D%/packages/patches/tensorflow-lite-disable-local-cmake-3rdparty-components.patch  \
   %D%/packages/patches/texinfo-headings-single.patch		\
   %D%/packages/patches/texinfo-5-perl-compat.patch		\
   %D%/packages/patches/telegram-desktop-allow-disable-libtgvoip.patch   \
diff --git a/gnu/packages/machine-learning.scm b/gnu/packages/machine-learning.scm
index fd0be8d500..bd94c9a540 100644
--- a/gnu/packages/machine-learning.scm
+++ b/gnu/packages/machine-learning.scm
@@ -2972,7 +2972,7 @@ (define-public tensorflow
 (define-public tensorflow-lite
   (package
     (name "tensorflow-lite")
-    (version "2.12.1")
+    (version "2.13.0")
     (source
      (origin
        (method git-fetch)
@@ -2982,7 +2982,12 @@ (define-public tensorflow-lite
        (file-name (git-file-name name version))
        (sha256
         (base32
-         "0jkgljdagdqllnxygl35r5bh3f9qmbczymfj357gm9krh59g2kmd"))))
+         "07g6vlrs0aayrg2mfdl15gxg5dy103wx2xlqkran15dib40nkbj6"))
+       (patches
+        (search-patches
+        ;; patch to disable local cmake build code for 3rdparty
+        ;; componentas
+         "tensorflow-lite-disable-local-cmake-3rdparty-components.patch"))))
     (build-system cmake-build-system)
     (arguments
      (list
@@ -3025,6 +3030,7 @@ (define-public tensorflow-lite
          "-DTFLITE_ENABLE_XNNPACK=OFF"
 
          ;; Don't fetch the sources.  We have these already
+         "-Dgemmlowp_POPULATED=TRUE"
          "-Degl_headers_POPULATED=TRUE"
          "-Dfp16_headers_POPULATED=TRUE"
          "-Dopencl_headers_POPULATED=TRUE"
@@ -3037,7 +3043,8 @@ (define-public tensorflow-lite
 
          "-DFFT2D_SOURCE_DIR=/tmp/fft2d"
          "-DFARMHASH_SOURCE_DIR=/tmp/farmhash"
-         "-Dgemmlowp_SOURCE_DIR=/tmp/gemmlowp")
+         ;"-Dgemmlowp_SOURCE_DIR=/tmp/gemmlowp"
+         (string-append "-Dgemmlowp_ROOT=" #$(this-package-input "gemmlowp")))
       #:phases
       #~(modify-phases %standard-phases
           (add-after 'unpack 'chdir
@@ -3067,11 +3074,7 @@ (define-public tensorflow-lite
               (mkdir-p "/tmp/fft2d")
               (with-directory-excursion "/tmp/fft2d"
                 (invoke "tar" "--strip-components=1"
-                        "-xf" (assoc-ref inputs "fft2d-src")))
-
-              (copy-recursively (assoc-ref inputs "gemmlowp-src")
-                                "/tmp/gemmlowp/")))
-
+                        "-xf" (assoc-ref inputs "fft2d-src")))))
           (add-after 'build 'build-shared-library
             (lambda* (#:key configure-flags #:allow-other-keys)
               (mkdir-p "c")
@@ -3101,7 +3104,7 @@ (define-public tensorflow-lite
        ("eigen" ,eigen)
        ("fp16" ,fp16)
        ("flatbuffers-shared" ,flatbuffers-next-shared)
-       ;;("gemmlowp" ,gemmlowp)  ; TODO
+       ("gemmlowp" ,gemmlowp)
        ("mesa-headers" ,mesa-headers)
        ("neon2sse" ,neon2sse)
        ("nsync" ,nsync)
@@ -3117,19 +3120,19 @@ (define-public tensorflow-lite
     (native-inputs
      `(("pkg-config" ,pkg-config)
        ("googletest" ,googletest)
-       ("gemmlowp-src"
-        ;; The commit hash is taken from
-        ;; "tensorflow/lite/tools/cmake/modules/gemmlowp.cmake".
-        ,(let ((commit "fda83bdc38b118cc6b56753bd540caa49e570745"))
-           (origin
-             (method git-fetch)
-             (uri (git-reference
-                   (url "https://github.com/google/gemmlowp")
-                   (commit commit)))
-             (file-name (git-file-name "gemmlowp" (string-take commit 8)))
-             (sha256
-              (base32
-               "1sbp8kmr2azwlvfbzryy1frxi99jhsh1nc93bdbxdf8zdgpv0kxl")))))
+       ;("gemmlowp-src"
+       ; ;; The commit hash is taken from
+       ; ;; "tensorflow/lite/tools/cmake/modules/gemmlowp.cmake".
+       ; ,(let ((commit "fda83bdc38b118cc6b56753bd540caa49e570745"))
+       ;    (origin
+       ;      (method git-fetch)
+       ;      (uri (git-reference
+       ;            (url "https://github.com/google/gemmlowp")
+       ;            (commit commit)))
+       ;      (file-name (git-file-name "gemmlowp" (string-take commit 8)))
+       ;      (sha256
+       ;       (base32
+       ;        "1sbp8kmr2azwlvfbzryy1frxi99jhsh1nc93bdbxdf8zdgpv0kxl")))))
        ("farmhash-src"
         ,(let ((commit "816a4ae622e964763ca0862d9dbd19324a1eaf45"))
            (origin
@@ -3151,7 +3154,7 @@ (define-public tensorflow-lite
            (sha256
             (base32
              "1jfflzi74fag9z4qmgwvp90aif4dpbr1657izmxlgvf4hy8fk9xd"))))))
-    (home-page "https://tensorflow.org")
+    (home-page "https://www.tensorflow.org")
     (synopsis "Machine learning framework")
     (description
      "TensorFlow is a flexible platform for building and training machine
diff --git a/gnu/packages/patches/tensorflow-lite-disable-local-cmake-3rdparty-components.patch b/gnu/packages/patches/tensorflow-lite-disable-local-cmake-3rdparty-components.patch
new file mode 100644
index 0000000000..677a6be8c3
--- /dev/null
+++ b/gnu/packages/patches/tensorflow-lite-disable-local-cmake-3rdparty-components.patch
@@ -0,0 +1,28 @@
+Patch to disable local cmake build code for 3rdparty componentas
+
+diff --git a/tensorflow/lite/CMakeLists.txt b/tensorflow/lite/CMakeLists.txt
+index 0476170e075..90abea00e8c 100644
+--- a/tensorflow/lite/CMakeLists.txt
++++ b/tensorflow/lite/CMakeLists.txt
+@@ -564,7 +564,7 @@ set(_ALL_TFLITE_HDRS ${_ALL_TFLITE_SRCS})
+ list(FILTER _ALL_TFLITE_HDRS INCLUDE REGEX ".*\\.h$")
+ target_include_directories(tensorflow-lite
+   PUBLIC $<BUILD_INTERFACE:${TENSORFLOW_SOURCE_DIR}> $<INSTALL_INTERFACE:${CMAKE_INSTALL_INCLUDEDIR}>
+-  ${CMAKE_BINARY_DIR}/gemmlowp
++  ${gemmlowp_ROOT}/include/gemmlowp
+ )
+ target_link_libraries(tensorflow-lite
+   PUBLIC
+diff --git a/tensorflow/lite/tools/cmake/modules/Findgemmlowp.cmake b/tensorflow/lite/tools/cmake/modules/Findgemmlowp.cmake
+index 70331ad0a69..a9bd8a0f3bd 100644
+--- a/tensorflow/lite/tools/cmake/modules/Findgemmlowp.cmake
++++ b/tensorflow/lite/tools/cmake/modules/Findgemmlowp.cmake
+@@ -18,7 +18,7 @@
+ include(gemmlowp)
+ if(gemmlowp_POPULATED)
+   set(GEMMLOWP_FOUND TRUE)
+-  get_target_property(GEMMLOWP_INCLUDE_DIRS gemmlowp INTERFACE_DIRECTORIES)
++  #get_target_property(GEMMLOWP_INCLUDE_DIRS gemmlowp INTERFACE_DIRECTORIES)
+   set(GEMMLOWP_LIBRARIES
+     gemmlowp
+     gemmlowp_fixedpoint
