diff --git a/poetry.lock b/poetry.lock
index 7510e1df..9d785657 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2494,13 +2494,14 @@ toml = ["toml"]
 
 [[package]]
 name = "keras"
-version = "2.12.0"
+version = "2.13.1"
 description = "Deep learning for humans."
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "keras-2.12.0-py2.py3-none-any.whl", hash = "sha256:35c39534011e909645fb93515452e98e1a0ce23727b55d4918b9c58b2308c15e"},
+    {file = "keras-2.13.1-py3-none-any.whl", hash = "sha256:5ce5f706f779fa7330e63632f327b75ce38144a120376b2ae1917c00fa6136af"},
+    {file = "keras-2.13.1.tar.gz", hash = "sha256:5df12cc241a015a11b65ddb452c0eeb2744fce21d9b54ba48db87492568ccc68"},
 ]
 
 [[package]]
@@ -5599,13 +5600,13 @@ files = [
 
 [[package]]
 name = "tensorboard"
-version = "2.12.3"
+version = "2.13.0"
 description = "TensorBoard lets you watch Tensors Flow"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tensorboard-2.12.3-py3-none-any.whl", hash = "sha256:b4a69366784bc347e02fbe7d847e01896a649ca52f8948a11005e205dcf724fb"},
+    {file = "tensorboard-2.13.0-py3-none-any.whl", hash = "sha256:ab69961ebddbddc83f5fa2ff9233572bdad5b883778c35e4fe94bf1798bd8481"},
 ]
 
 [package.dependencies]
@@ -5637,49 +5638,48 @@ files = [
 
 [[package]]
 name = "tensorflow-cpu"
-version = "2.12.0"
+version = "2.13.1"
 description = "TensorFlow is an open source machine learning framework for everyone."
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tensorflow_cpu-2.12.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:734ce850e2b3493041bdc071b594f0f78d35e4bfce5a7e0a98d449b20420e01d"},
-    {file = "tensorflow_cpu-2.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:361b19b5a64bf611beccd22de1fc04f614a8c157ac99893d9702ed24932018d6"},
-    {file = "tensorflow_cpu-2.12.0-cp310-cp310-win_amd64.whl", hash = "sha256:d5ad746bf8c87d9a9fcea4698828ba1d101a7f7bfd323a2571130374a192578b"},
-    {file = "tensorflow_cpu-2.12.0-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:b9c8f0d0658da8a5b25a4fe5ca315f86c449eb11e30d79cea49c7658be75a825"},
-    {file = "tensorflow_cpu-2.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e8c7047552a2d759f3e65ac13e36dd24bb5fec2e6576e848287811ec44b3d62f"},
-    {file = "tensorflow_cpu-2.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:8fdb636736f95094368bc7d26bb3b8ed93ba820cc5d95f847e00bf4a7645463d"},
-    {file = "tensorflow_cpu-2.12.0-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:5beeb99d2a1cc1383ca981513c35a4a18157e52d91a89e69c94cb7b7e411f0d8"},
-    {file = "tensorflow_cpu-2.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a406f751180fe5282776e8bc84f39a2dc2b796c3ae35fbe20e4edc86ec580dd3"},
-    {file = "tensorflow_cpu-2.12.0-cp38-cp38-win_amd64.whl", hash = "sha256:b6ba926f9a56cdf0657defc6d046735e31ded383054f67c1a16ef2b0511f68d7"},
-    {file = "tensorflow_cpu-2.12.0-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:ef4f142b6fe75fcc71ada6331ed2a15ed61b7034187049d0ef1dac482d52db78"},
-    {file = "tensorflow_cpu-2.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:55685b9a19c8ecb2587fb53914c045b188ed0289a2c6495e4e59d5fb082da9cc"},
-    {file = "tensorflow_cpu-2.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:374b15d1cec1a62006e388062e89dd4899a121272d41ea5d3fcbcc96e2d875c9"},
+    {file = "tensorflow_cpu-2.13.1-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:a05ae27c373224e3db3a56c5fc3330ad9831e5a1a67fec11126ee846f5cd48ee"},
+    {file = "tensorflow_cpu-2.13.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bfedeee206ccf8130d14d8990dbe991946324df92458ee1bdbeed1c21497beb3"},
+    {file = "tensorflow_cpu-2.13.1-cp310-cp310-win_amd64.whl", hash = "sha256:db4cb514ec72cdf0a25eb545ed8b0c0c56cc3f38bdbcaac3f729181c4632f699"},
+    {file = "tensorflow_cpu-2.13.1-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:20f278a756665c4eccd04423035cde334d65d4cfc7bb6f7f42cf8067764de982"},
+    {file = "tensorflow_cpu-2.13.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:87be6e61314b2c0fa062f71e26e41d6a17e162ffe4da72c820fe8f1fc94d97fe"},
+    {file = "tensorflow_cpu-2.13.1-cp311-cp311-win_amd64.whl", hash = "sha256:21c9f87851bac10d5d4e1b252cf577c28e7f27339361ff67a1287187881868ad"},
+    {file = "tensorflow_cpu-2.13.1-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:53e414d9130f0849c9d2cf05b50eba137525d3442b92f8d3efee6238b31dc7be"},
+    {file = "tensorflow_cpu-2.13.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba6eec4d9a1e86d36fd7e7d010e07ce69702bb3cb68bc33a02a668b1928772a9"},
+    {file = "tensorflow_cpu-2.13.1-cp38-cp38-win_amd64.whl", hash = "sha256:a50b1ccd420757de33a1c9b4152e79b71dfaa311615736a0adc92d6333f58b6b"},
+    {file = "tensorflow_cpu-2.13.1-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:2087fe00d1050991ffa295c56c2c22b2ead01e527452ed252bfc8395ae386567"},
+    {file = "tensorflow_cpu-2.13.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8a6d6b57d1336eafc4b980be1f618382eb95de12657c6e34ce63d3f9869a8f92"},
+    {file = "tensorflow_cpu-2.13.1-cp39-cp39-win_amd64.whl", hash = "sha256:548a3ea205a2de8e4c4686855834e949bb1602a577891518bcb425aafa790705"},
 ]
 
 [package.dependencies]
 absl-py = ">=1.0.0"
 astunparse = ">=1.6.0"
-flatbuffers = ">=2.0"
+flatbuffers = ">=23.1.21"
 gast = ">=0.2.1,<=0.4.0"
 google-pasta = ">=0.1.1"
 grpcio = ">=1.24.3,<2.0"
 h5py = ">=2.9.0"
-jax = ">=0.3.15"
-keras = ">=2.12.0,<2.13"
+keras = ">=2.13.1,<2.14"
 libclang = ">=13.0.0"
-numpy = ">=1.22,<1.24"
+numpy = ">=1.22,<=1.24.3"
 opt-einsum = ">=2.3.2"
 packaging = "*"
 protobuf = ">=3.20.3,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
 setuptools = "*"
 six = ">=1.12.0"
-tensorboard = ">=2.12,<2.13"
-tensorflow-estimator = ">=2.12.0,<2.13"
+tensorboard = ">=2.13,<2.14"
+tensorflow-estimator = ">=2.13.0,<2.14"
 tensorflow-io-gcs-filesystem = {version = ">=0.23.1", markers = "platform_machine != \"arm64\" or platform_system != \"Darwin\""}
 termcolor = ">=1.1.0"
-typing-extensions = ">=3.6.6"
-wrapt = ">=1.11.0,<1.15"
+typing-extensions = ">=3.6.6,<4.6.0"
+wrapt = ">=1.11.0"
 
 [[package]]
 name = "tensorflow-datasets"
@@ -5750,13 +5750,13 @@ youtube-vis = ["pycocotools"]
 
 [[package]]
 name = "tensorflow-estimator"
-version = "2.12.0"
+version = "2.13.0"
 description = "TensorFlow Estimator."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tensorflow_estimator-2.12.0-py2.py3-none-any.whl", hash = "sha256:59b191bead4883822de3d63ac02ace11a83bfe6c10d64d0c4dfde75a50e60ca1"},
+    {file = "tensorflow_estimator-2.13.0-py2.py3-none-any.whl", hash = "sha256:6f868284eaa654ae3aa7cacdbef2175d0909df9fcf11374f5166f8bf475952aa"},
 ]
 
 [[package]]
@@ -5792,43 +5792,39 @@ tensorflow-rocm = ["tensorflow-rocm (>=2.12.0,<2.13.0)"]
 
 [[package]]
 name = "tensorflow-macos"
-version = "2.12.0"
+version = "2.13.1"
 description = "TensorFlow is an open source machine learning framework for everyone."
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tensorflow_macos-2.12.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:db464c88e10e927725997f9b872a21c9d057789d3b7e9a26e4ef1af41d0bcc8c"},
-    {file = "tensorflow_macos-2.12.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:172277c33cb1ae0da19f98c5bcd4946149cfa73c8ea05c6ba18365d58dd3c6f2"},
-    {file = "tensorflow_macos-2.12.0-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:e3fa53e63672fd71998bbd71cc5478c74dbe5a2d9291d1801c575358c28403c2"},
-    {file = "tensorflow_macos-2.12.0-cp38-cp38-macosx_12_0_x86_64.whl", hash = "sha256:5499312c21ed3ed47cc6b4cf861896e9564c2c32d8d3c2ef1437c5ca31adfc73"},
-    {file = "tensorflow_macos-2.12.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:84cb873c90be63efabfecca53fdc48b734a037d0750532b55cb7ce7c343b5cac"},
-    {file = "tensorflow_macos-2.12.0-cp39-cp39-macosx_12_0_x86_64.whl", hash = "sha256:85d9451a691324490e1d644b1051972e14edc249004eef5831b3510df9e36515"},
+    {file = "tensorflow_macos-2.13.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:7a09d250532c87083b00396b0367baa73558a50d0bd8982907297422858f6af6"},
+    {file = "tensorflow_macos-2.13.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:8f95c332ee60a32691963adab31b6afa29a2302de05fc4cd6009cd96866a6886"},
+    {file = "tensorflow_macos-2.13.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:f2bade2725c5a81dc0d96acd1c5b8475593bc9bdf1da0055bd72a09a501d7866"},
 ]
 
 [package.dependencies]
 absl-py = ">=1.0.0"
 astunparse = ">=1.6.0"
-flatbuffers = ">=2.0"
+flatbuffers = ">=23.1.21"
 gast = ">=0.2.1,<=0.4.0"
 google-pasta = ">=0.1.1"
 grpcio = ">=1.24.3,<2.0"
 h5py = ">=2.9.0"
-jax = ">=0.3.15"
-keras = ">=2.12.0,<2.13"
+keras = ">=2.13.1,<2.14"
 libclang = ">=13.0.0"
-numpy = ">=1.22,<1.24"
+numpy = ">=1.22,<=1.24.3"
 opt-einsum = ">=2.3.2"
 packaging = "*"
 protobuf = ">=3.20.3,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
 setuptools = "*"
 six = ">=1.12.0"
-tensorboard = ">=2.12,<2.13"
-tensorflow-estimator = ">=2.12.0,<2.13"
+tensorboard = ">=2.13,<2.14"
+tensorflow-estimator = ">=2.13.0,<2.14"
 tensorflow-io-gcs-filesystem = {version = ">=0.23.1", markers = "platform_machine != \"arm64\" or platform_system != \"Darwin\""}
 termcolor = ">=1.1.0"
-typing-extensions = ">=3.6.6"
-wrapt = ">=1.11.0,<1.15"
+typing-extensions = ">=3.6.6,<4.6.0"
+wrapt = ">=1.11.0"
 
 [[package]]
 name = "tensorflow-metadata"
diff --git a/pyproject.toml b/pyproject.toml
index 8dc8f875..850731a8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,7 +16,7 @@ matplotlib = "^3.6.2"
 tqdm = "^4.64.1"
 numpy = "^1.23.4"
 tensorflow-cpu = { version = "^2.11.0", markers = "sys_platform != 'darwin'" }
-tensorflow-macos = { version = "^2.11.0", markers = "sys_platform == 'darwin'" }
+tensorflow-macos = { version = "^2.13.1", markers = "sys_platform == 'darwin'" }
 Sphinx = { version = "^5.3.0", optional = true }
 sphinx-autodoc-typehints = { version = "^1.19.5", optional = true }
 nbsphinx = { version = "^0.8.10", optional = true }