diff --git a/README.md b/README.md
index 112f31e..3946b58 100644
--- a/README.md
+++ b/README.md
@@ -34,6 +34,8 @@ This project builds using `poetry`. To build a wheel use `poetry build`.
 
 Some examples are provided in the notebooks directory.
 
+To run these using `poetry`, run `poetry install` and then open jupyter `poetry run jupyter lab`.
+
 There's scripts for fitting multivalued functions, a standard MDN toy problem:
 
 <img src="https://preview.ibb.co/mZzkpd/Keras_MDN_Demo.jpg" alt="Keras MDN Demo" border="0">
diff --git a/poetry.lock b/poetry.lock
index beb02a3..1e5d8d7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,13 +13,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.3.0"
+version = "4.4.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
+    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
+    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
 ]
 
 [package.dependencies]
@@ -247,13 +247,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.6.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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+    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
+    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
 ]
 
 [[package]]
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@@ -701,53 +694,53 @@ files = [
 
 [[package]]
 name = "fonttools"
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+version = "4.53.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "ipython"
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 [package.extras]
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 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -1117,21 +1110,21 @@ files = [
 
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 [package.extras]
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 [[package]]
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 [[package]]
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 [[package]]
 name = "jupyterlab-widgets"
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 [[package]]
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 [package.extras]
 dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
 
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 [[package]]
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 version = "0.10.0"
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+
 [[package]]
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 version = "1.5.1"
@@ -2261,13 +2355,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.46"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [package.dependencies]
@@ -2434,13 +2528,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
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-version = "8.2.1"
+version = "8.2.2"
 description = "pytest: simple powerful testing with Python"
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -2477,6 +2571,17 @@ files = [
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 ]
 
+[[package]]
+name = "pytz"
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+description = "World timezone definitions, modern and historical"
+optional = false
+python-versions = "*"
+files = [
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+
 [[package]]
 name = "pywin32"
 version = "306"
@@ -2734,13 +2839,13 @@ rpds-py = ">=0.7.0"
 
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 description = "Python HTTP for Humans."
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -3039,26 +3144,12 @@ files = [
 
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+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"
+libclang = ">=13.0.0"
+ml-dtypes = ">=0.3.1,<0.4.0"
+numpy = ">=1.23.5,<2.0.0"
+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 = ">=2.15,<2.16"
+tensorflow-estimator = ">=2.15.0,<2.16"
+tensorflow-io-gcs-filesystem = ">=0.23.1"
+termcolor = ">=1.1.0"
+typing-extensions = ">=3.6.6"
+wrapt = ">=1.11.0,<1.15"
+
+[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)"]
 
 [[package]]
 name = "tensorflow-estimator"
@@ -3098,6 +3285,45 @@ files = [
     {file = "tensorflow_estimator-2.15.0-py2.py3-none-any.whl", hash = "sha256:aedf21eec7fb2dc91150fc91a1ce12bc44dbb72278a08b58e79ff87c9e28f153"},
 ]
 
+[[package]]
+name = "tensorflow-intel"
+version = "2.15.1"
+description = "TensorFlow is an open source machine learning framework for everyone."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "tensorflow_intel-2.15.1-cp310-cp310-win_amd64.whl", hash = "sha256:9f305142b3c5e239c82c463429b1f88726dd27d9f23523871f825493a9ffc5f4"},
+    {file = "tensorflow_intel-2.15.1-cp311-cp311-win_amd64.whl", hash = "sha256:4f05059493f8203285ac5cea3b1955887a7903c1ca6f7a29e4b6ef912b1f934b"},
+    {file = "tensorflow_intel-2.15.1-cp39-cp39-win_amd64.whl", hash = "sha256:921f18f7eb9cf59769e9668b3935fe178c990e2973d8013870dae5e3b58de079"},
+]
+
+[package.dependencies]
+absl-py = ">=1.0.0"
+astunparse = ">=1.6.0"
+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"
+libclang = ">=13.0.0"
+ml-dtypes = ">=0.3.1,<0.4.0"
+numpy = ">=1.23.5,<2.0.0"
+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 = ">=2.15,<2.16"
+tensorflow-estimator = ">=2.15.0,<2.16"
+tensorflow-io-gcs-filesystem = ">=0.23.1"
+termcolor = ">=1.1.0"
+typing-extensions = ">=3.6.6"
+wrapt = ">=1.11.0,<1.15"
+
+[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)"]
+
 [[package]]
 name = "tensorflow-io-gcs-filesystem"
 version = "0.37.0"
@@ -3169,6 +3395,25 @@ wrapt = ">=1.11.0,<1.15"
 [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-macos"
+version = "2.15.1"
+description = "TensorFlow is an open source machine learning framework for everyone."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "tensorflow_macos-2.15.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:b8f01d7615fe4ff3b15a12f84471bd5344fed187543c4a091da3ddca51b6dc26"},
+    {file = "tensorflow_macos-2.15.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:58fca6399665f19e599c591c421672d9bc8b705409d43ececd0931d1d3bc6a7e"},
+    {file = "tensorflow_macos-2.15.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:cca3c9ba5b96face05716792cb1bcc70d84c5e0c34bfb7735b39c65d0334b699"},
+]
+
+[package.dependencies]
+tensorflow-cpu-aws = {version = "2.15.1", markers = "platform_system == \"Linux\" and (platform_machine == \"arm64\" or platform_machine == \"aarch64\")"}
+tensorflow-intel = {version = "2.15.1", markers = "platform_system == \"Windows\""}
+
+[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)"]
+
 [[package]]
 name = "tensorflow-probability"
 version = "0.23.0"
@@ -3247,22 +3492,22 @@ test = ["pytest", "ruff"]
 
 [[package]]
 name = "tornado"
-version = "6.4"
+version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "tornado-6.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:02ccefc7d8211e5a7f9e8bc3f9e5b0ad6262ba2fbb683a6443ecc804e5224ce0"},
-    {file = "tornado-6.4-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:27787de946a9cffd63ce5814c33f734c627a87072ec7eed71f7fc4417bb16263"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f7894c581ecdcf91666a0912f18ce5e757213999e183ebfc2c3fdbf4d5bd764e"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e43bc2e5370a6a8e413e1e1cd0c91bedc5bd62a74a532371042a18ef19e10579"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f0251554cdd50b4b44362f73ad5ba7126fc5b2c2895cc62b14a1c2d7ea32f212"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:fd03192e287fbd0899dd8f81c6fb9cbbc69194d2074b38f384cb6fa72b80e9c2"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:88b84956273fbd73420e6d4b8d5ccbe913c65d31351b4c004ae362eba06e1f78"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:71ddfc23a0e03ef2df1c1397d859868d158c8276a0603b96cf86892bff58149f"},
-    {file = "tornado-6.4-cp38-abi3-win32.whl", hash = "sha256:6f8a6c77900f5ae93d8b4ae1196472d0ccc2775cc1dfdc9e7727889145c45052"},
-    {file = "tornado-6.4-cp38-abi3-win_amd64.whl", hash = "sha256:10aeaa8006333433da48dec9fe417877f8bcc21f48dda8d661ae79da357b2a63"},
-    {file = "tornado-6.4.tar.gz", hash = "sha256:72291fa6e6bc84e626589f1c29d90a5a6d593ef5ae68052ee2ef000dfd273dee"},
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8"},
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e2e20b9113cd7293f164dc46fffb13535266e713cdb87bd2d15ddb336e96cfc4"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8ae50a504a740365267b2a8d1a90c9fbc86b780a39170feca9bcc1787ff80842"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:613bf4ddf5c7a95509218b149b555621497a6cc0d46ac341b30bd9ec19eac7f3"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:25486eb223babe3eed4b8aecbac33b37e3dd6d776bc730ca14e1bf93888b979f"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:454db8a7ecfcf2ff6042dde58404164d969b6f5d58b926da15e6b23817950fc4"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a02a08cc7a9314b006f653ce40483b9b3c12cda222d6a46d4ac63bb6c9057698"},
+    {file = "tornado-6.4.1-cp38-abi3-win32.whl", hash = "sha256:d9a566c40b89757c9aa8e6f032bcdb8ca8795d7c1a9762910c722b1635c9de4d"},
+    {file = "tornado-6.4.1-cp38-abi3-win_amd64.whl", hash = "sha256:b24b8982ed444378d7f21d563f4180a2de31ced9d8d84443907a0a64da2072e7"},
+    {file = "tornado-6.4.1.tar.gz", hash = "sha256:92d3ab53183d8c50f8204a51e6f91d18a15d5ef261e84d452800d4ff6fc504e9"},
 ]
 
 [[package]]
@@ -3293,13 +3538,24 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.0"
+version = "4.12.1"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.12.0-py3-none-any.whl", hash = "sha256:b349c66bea9016ac22978d800cfff206d5f9816951f12a7d0ec5578b0a819594"},
-    {file = "typing_extensions-4.12.0.tar.gz", hash = "sha256:8cbcdc8606ebcb0d95453ad7dc5065e6237b6aa230a31e81d0f440c30fed5fd8"},
+    {file = "typing_extensions-4.12.1-py3-none-any.whl", hash = "sha256:6024b58b69089e5a89c347397254e35f1bf02a907728ec7fee9bf0fe837d203a"},
+    {file = "typing_extensions-4.12.1.tar.gz", hash = "sha256:915f5e35ff76f56588223f15fdd5938f9a1cf9195c0de25130c627e4d597f6d1"},
+]
+
+[[package]]
+name = "tzdata"
+version = "2024.1"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
 ]
 
 [[package]]
@@ -3346,18 +3602,18 @@ files = [
 
 [[package]]
 name = "webcolors"
-version = "1.13"
+version = "24.6.0"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "webcolors-1.13-py3-none-any.whl", hash = "sha256:29bc7e8752c0a1bd4a1f03c14d6e6a72e93d82193738fa860cbff59d0fcc11bf"},
-    {file = "webcolors-1.13.tar.gz", hash = "sha256:c225b674c83fa923be93d235330ce0300373d02885cef23238813b0d5668304a"},
+    {file = "webcolors-24.6.0-py3-none-any.whl", hash = "sha256:8cf5bc7e28defd1d48b9e83d5fc30741328305a8195c29a8e668fa45586568a1"},
+    {file = "webcolors-24.6.0.tar.gz", hash = "sha256:1d160d1de46b3e81e58d0a280d0c78b467dc80f47294b91b1ad8029d2cedb55b"},
 ]
 
 [package.extras]
 docs = ["furo", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinxext-opengraph"]
-tests = ["pytest", "pytest-cov"]
+tests = ["coverage[toml]"]
 
 [[package]]
 name = "webencodings"
@@ -3419,13 +3675,13 @@ test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.10"
+version = "4.0.11"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "widgetsnbextension-4.0.10-py3-none-any.whl", hash = "sha256:d37c3724ec32d8c48400a435ecfa7d3e259995201fbefa37163124a9fcb393cc"},
-    {file = "widgetsnbextension-4.0.10.tar.gz", hash = "sha256:64196c5ff3b9a9183a8e699a4227fb0b7002f252c814098e66c4d1cd0644688f"},
+    {file = "widgetsnbextension-4.0.11-py3-none-any.whl", hash = "sha256:55d4d6949d100e0d08b94948a42efc3ed6dfdc0e9468b2c4b128c9a2ce3a7a36"},
+    {file = "widgetsnbextension-4.0.11.tar.gz", hash = "sha256:8b22a8f1910bfd188e596fe7fc05dcbd87e810c8a4ba010bdb3da86637398474"},
 ]
 
 [[package]]
@@ -3514,4 +3770,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11,<3.12"
-content-hash = "ea556d6a62f9c3560be1579da117f614ae1af195a4551e00272bfb6e3caa7e52"
+content-hash = "749c52a05196b11e90b184532f5f7b4d293ebddec040a978ea127e859d7e9934"
diff --git a/pyproject.toml b/pyproject.toml
index 608ac3b..bac9126 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,9 +14,13 @@ classifiers = ['Topic :: Scientific/Engineering :: Artificial Intelligence']
 python = ">=3.11,<3.12"
 numpy = "^1.26.4"
 tensorflow-probability = "0.23.0"
-tensorflow-macos = {version = "2.15.0", platform = "darwin"}
-tensorflow = {version = "~2.15.0", platform = "linux"}
-
+tensorflow-macos = {markers="sys_platform == 'darwin' and platform_machine == 'aarch64'", 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"},
+  {markers="sys_platform == 'linux' and platform_machine == 'aarch64'", url="https://github.com/PINTO0309/Tensorflow-bin/releases/download/v2.15.0.post1/tensorflow-2.15.0.post1-cp311-none-linux_aarch64.whl"}, # this is specifically for Raspberry Pis.
+  ]
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.1.1"
@@ -24,6 +28,7 @@ flake8 = "^7.0.0"
 jupyter = "^1.0.0"
 matplotlib = "^3.8.4"
 ipympl = "^0.9.4"
+pandas = "^2.2.2"
 
 [build-system]
 requires = ["poetry-core"]