diff --git a/keras_mdn_layer/__init__.py b/keras_mdn_layer/__init__.py
index 75d718b..fc0ac75 100644
--- a/keras_mdn_layer/__init__.py
+++ b/keras_mdn_layer/__init__.py
@@ -8,6 +8,8 @@
 
 Provided under MIT License
 """
+
+import os;os.environ["TF_USE_LEGACY_KERAS"]="1"
 from tensorflow import keras
 from tensorflow.keras import backend as K
 from tensorflow.keras import layers
diff --git a/poetry.lock b/poetry.lock
index 99924c6..7a21a83 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -164,22 +164,22 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
@@ -234,17 +234,6 @@ webencodings = "*"
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.3)"]
 
-[[package]]
-name = "cachetools"
-version = "5.4.0"
-description = "Extensible memoizing collections and decorators"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "cachetools-5.4.0-py3-none-any.whl", hash = "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474"},
-    {file = "cachetools-5.4.0.tar.gz", hash = "sha256:b8adc2e7c07f105ced7bc56dbb6dfbe7c4a00acce20e2227b3f355be89bc6827"},
-]
-
 [[package]]
 name = "certifi"
 version = "2024.7.4"
@@ -258,63 +247,78 @@ files = [
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
+version = "1.17.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
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-description = "Deep learning for humans."
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+numpy = "*"
+optree = "*"
+packaging = "*"
+rich = "*"
+
 [[package]]
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 python-versions = "*"
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+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
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 version = "2.1.5"
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+description = "Markdown URL utilities"
+optional = false
+python-versions = ">=3.7"
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+]
+
 [[package]]
 name = "mistune"
 version = "3.0.2"
@@ -1819,36 +1836,47 @@ files = [
 
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 name = "ml-dtypes"
-version = "0.2.0"
+version = "0.3.2"
 description = ""
 optional = false
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 ]
 
 [package.dependencies]
-numpy = {version = ">=1.23.3", markers = "python_version > \"3.10\""}
+numpy = {version = ">=1.23.3", markers = "python_version >= \"3.11\""}
 
 [package.extras]
 dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
 
+[[package]]
+name = "namex"
+version = "0.0.8"
+description = "A simple utility to separate the implementation of your Python package and its public API surface."
+optional = false
+python-versions = "*"
+files = [
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+]
+
 [[package]]
 name = "nbclient"
 version = "0.10.0"
@@ -2025,22 +2053,6 @@ files = [
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 ]
 
-[[package]]
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-description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
-optional = false
-python-versions = ">=3.6"
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-
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-signals = ["blinker (>=1.4.0)"]
-signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
-
 [[package]]
 name = "opt-einsum"
 version = "3.3.0"
@@ -2059,6 +2071,95 @@ numpy = ">=1.7"
 docs = ["numpydoc", "sphinx (==1.2.3)", "sphinx-rtd-theme", "sphinxcontrib-napoleon"]
 tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
+[[package]]
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+version = "0.12.1"
+description = "Optimized PyTree Utilities."
+optional = false
+python-versions = ">=3.7"
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 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
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-
 [[package]]
 name = "rfc3339-validator"
 version = "0.1.4"
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+
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 ]
 
 [package.dependencies]
@@ -3165,35 +3256,25 @@ flatbuffers = ">=23.5.26"
 gast = ">=0.2.1,<0.5.0 || >0.5.0,<0.5.1 || >0.5.1,<0.5.2 || >0.5.2"
 google-pasta = ">=0.1.1"
 grpcio = ">=1.24.3,<2.0"
-h5py = ">=2.9.0"
-keras = ">=2.15.0,<2.16"
+h5py = ">=3.10.0"
+keras = ">=3.0.0"
 libclang = ">=13.0.0"
-ml-dtypes = ">=0.2.0,<0.3.0"
-numpy = ">=1.23.5,<2.0.0"
+ml-dtypes = ">=0.3.1,<0.4.0"
+numpy = {version = ">=1.23.5,<2.0.0", markers = "python_version <= \"3.11\""}
 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"
+requests = ">=2.21.0,<3"
 setuptools = "*"
 six = ">=1.12.0"
-tensorboard = ">=2.15,<2.16"
-tensorflow-estimator = ">=2.15.0,<2.16"
-tensorflow-io-gcs-filesystem = ">=0.23.1"
+tensorboard = ">=2.16,<2.17"
+tensorflow-io-gcs-filesystem = {version = ">=0.23.1", markers = "python_version < \"3.12\""}
 termcolor = ">=1.1.0"
 typing-extensions = ">=3.6.6"
-wrapt = ">=1.11.0,<1.15"
+wrapt = ">=1.11.0"
 
 [package.extras]
-and-cuda = ["nvidia-cublas-cu12 (==12.2.5.6)", "nvidia-cuda-cupti-cu12 (==12.2.142)", "nvidia-cuda-nvcc-cu12 (==12.2.140)", "nvidia-cuda-nvrtc-cu12 (==12.2.140)", "nvidia-cuda-runtime-cu12 (==12.2.140)", "nvidia-cudnn-cu12 (==8.9.4.25)", "nvidia-cufft-cu12 (==11.0.8.103)", "nvidia-curand-cu12 (==10.3.3.141)", "nvidia-cusolver-cu12 (==11.5.2.141)", "nvidia-cusparse-cu12 (==12.1.2.141)", "nvidia-nccl-cu12 (==2.16.5)", "nvidia-nvjitlink-cu12 (==12.2.140)", "tensorrt (==8.6.1.post1)", "tensorrt-bindings (==8.6.1)", "tensorrt-libs (==8.6.1)"]
-
-[[package]]
-name = "tensorflow-estimator"
-version = "2.15.0"
-description = "TensorFlow Estimator."
-optional = false
-python-versions = ">=3.7"
-files = [
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 [[package]]
 name = "tensorflow-io-gcs-filesystem"
@@ -3227,53 +3308,14 @@ tensorflow-cpu = ["tensorflow-cpu (>=2.16.0,<2.17.0)"]
 tensorflow-gpu = ["tensorflow-gpu (>=2.16.0,<2.17.0)"]
 tensorflow-rocm = ["tensorflow-rocm (>=2.16.0,<2.17.0)"]
 
-[[package]]
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-version = "2.15.0"
-description = "TensorFlow is an open source machine learning framework for everyone."
-optional = false
-python-versions = ">=3.9"
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-[package.extras]
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-
 [[package]]
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-version = "0.23.0"
+version = "0.24.0"
 description = "Probabilistic modeling and statistical inference in TensorFlow"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -3287,6 +3329,7 @@ six = ">=1.10.0"
 
 [package.extras]
 jax = ["jax", "jaxlib"]
+tf = ["tensorflow (>=2.16)", "tf-keras (>=2.16)"]
 tfds = ["tensorflow-datasets (>=2.2.0)"]
 
 [[package]]
@@ -3324,6 +3367,20 @@ docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
+[[package]]
+name = "tf-keras"
+version = "2.16.0"
+description = "Deep learning for humans."
+optional = false
+python-versions = ">=3.9"
+files = [
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+]
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+[package.dependencies]
+tensorflow = ">=2.16,<2.17"
+
 [[package]]
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 version = "1.3.0"
@@ -3513,13 +3570,13 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "wheel"
-version = "0.43.0"
+version = "0.44.0"
 description = "A built-package format for Python"
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 python-versions = ">=3.8"
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 [package.extras]
@@ -3538,88 +3595,84 @@ files = [
 
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+    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
 ]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "3.11.*"
-content-hash = "fa7f66d9a31ef164749e058c41df5eb2fb78eb857b33583806a334af58cf10d1"
+content-hash = "bae307fb5fa531a32c695e116ccef0e136dd7fdd2ee0fbfb896d74e24d537ea6"
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index f9daf33..af407db 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,13 +13,9 @@ classifiers = ['Topic :: Scientific/Engineering :: Artificial Intelligence']
 [tool.poetry.dependencies]
 python = "3.11.*"
 numpy = "^1.26.4"
-tensorflow-probability = "0.23.0"
-tensorflow-macos = {markers="sys_platform == 'darwin' and platform_machine == 'arm64'", version = "2.15.0"}
-tensorflow = [
-  {markers="sys_platform == 'darwin' and platform_machine == 'x86_64'", version = "2.15.0"},
-  {markers="sys_platform == 'linux' and platform_machine == 'x86_64'", version = "2.15.0"},
-  {platform = "win32", version = "~2.15.0"},
-  ]
+tensorflow-probability = "0.24.0"
+tensorflow = "~2.16.1"
+tf-keras = "^2.16.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.1.1"