diff --git a/poetry.lock b/poetry.lock
index c90d8959..d64e30c3 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -147,7 +147,7 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "bleach"
-version = "5.0.1"
+version = "6.0.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 category = "dev"
 optional = false
@@ -159,11 +159,10 @@ webencodings = "*"
 
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.2)"]
-dev = ["Sphinx (==4.3.2)", "black (==22.3.0)", "build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "mypy (==0.961)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)"]
 
 [[package]]
 name = "cachetools"
-version = "5.2.1"
+version = "5.3.0"
 description = "Extensible memoizing collections and decorators"
 category = "dev"
 optional = false
@@ -210,7 +209,7 @@ importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "cloudpickle"
-version = "2.2.0"
+version = "2.2.1"
 description = "Extended pickling support for Python objects"
 category = "dev"
 optional = false
@@ -226,7 +225,7 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7
 
 [[package]]
 name = "coverage"
-version = "7.0.5"
+version = "7.1.0"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
@@ -271,7 +270,7 @@ test = ["pre-commit", "pytest", "pytest-rerunfailures", "pytest-xdist"]
 
 [[package]]
 name = "debugpy"
-version = "1.6.5"
+version = "1.6.6"
 description = "An implementation of the Debug Adapter Protocol for Python"
 category = "dev"
 optional = false
@@ -377,7 +376,7 @@ lzo = ["python-lzo"]
 
 [[package]]
 name = "fsspec"
-version = "2022.11.0"
+version = "2023.1.0"
 description = "File-system specification"
 category = "dev"
 optional = false
@@ -745,7 +744,7 @@ test = ["coverage", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console
 
 [[package]]
 name = "jupyterlab"
-version = "3.5.2"
+version = "3.5.3"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
@@ -911,8 +910,8 @@ python-versions = "*"
 
 [[package]]
 name = "nbclassic"
-version = "0.4.8"
-description = "A web-based notebook environment for interactive computing"
+version = "0.5.1"
+description = "Jupyter Notebook as a Jupyter Server extension."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
@@ -924,7 +923,7 @@ ipython-genutils = "*"
 jinja2 = "*"
 jupyter-client = ">=6.1.1"
 jupyter-core = ">=4.6.1"
-jupyter-server = ">=1.8"
+jupyter-server = ">=1.17.0"
 nbconvert = ">=5"
 nbformat = "*"
 nest-asyncio = ">=1.5"
@@ -939,7 +938,7 @@ traitlets = ">=4.2.1"
 [package.extras]
 docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket", "testpath"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket", "testpath"]
 
 [[package]]
 name = "nbclient"
@@ -962,7 +961,7 @@ test = ["ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=
 
 [[package]]
 name = "nbconvert"
-version = "7.2.8"
+version = "7.2.9"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
@@ -1183,7 +1182,7 @@ complete = ["blosc", "numpy (>=1.9.0)", "pandas (>=0.19.0)", "pyzmq"]
 
 [[package]]
 name = "pathspec"
-version = "0.10.3"
+version = "0.11.0"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
@@ -1275,7 +1274,7 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "prometheus-client"
-version = "0.15.0"
+version = "0.16.0"
 description = "Python client for the Prometheus monitoring system."
 category = "dev"
 optional = false
@@ -1605,7 +1604,7 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "66.0.0"
+version = "67.0.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "dev"
 optional = false
@@ -1689,7 +1688,7 @@ lint = ["docutils-stubs", "flake8 (>=3.5.0)", "isort", "mypy (>=0.800)"]
 test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 
 [[package]]
-name = "sphinxcontrib.applehelp"
+name = "sphinxcontrib-applehelp"
 version = "1.0.2"
 description = "sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books"
 category = "dev"
@@ -2018,7 +2017,7 @@ python-versions = "*"
 
 [[package]]
 name = "websocket-client"
-version = "1.4.2"
+version = "1.5.0"
 description = "WebSocket client for Python with low level API options"
 category = "dev"
 optional = false
@@ -2042,20 +2041,20 @@ heapdict = "*"
 
 [[package]]
 name = "zipp"
-version = "3.11.0"
+version = "3.12.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.7.1,<3.11"  # When deploying set this to 3.7
-content-hash = "08f21dbbab0a0da0124adeb41762de339c7b4eaddcd704c23bc163a2a5c5f4b6"
+content-hash = "a9f3c3c20d02a98018d2bacb92db395220b4cdf25f37c8a0c44529bbf3ab10e9"
 
 [metadata.files]
 alabaster = [
@@ -2131,12 +2130,12 @@ black = [
     {file = "black-22.12.0.tar.gz", hash = "sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f"},
 ]
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+    {file = "bleach-6.0.0-py3-none-any.whl", hash = "sha256:33c16e3353dbd13028ab4799a0f89a83f113405c766e9c122df8a06f5b85b3f4"},
+    {file = "bleach-6.0.0.tar.gz", hash = "sha256:1a1a85c1595e07d8db14c5f09f09e6433502c51c595970edc090551f0db99414"},
 ]
 cachetools = [
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-    {file = "cachetools-5.2.1.tar.gz", hash = "sha256:5991bc0e08a1319bb618d3195ca5b6bc76646a49c21d55962977197b301cc1fe"},
+    {file = "cachetools-5.3.0-py3-none-any.whl", hash = "sha256:429e1a1e845c008ea6c85aa35d4b98b65d6a9763eeef3e37e92728a12d1de9d4"},
+    {file = "cachetools-5.3.0.tar.gz", hash = "sha256:13dfddc7b8df938c21a940dfa6557ce6e94a2f1cdfa58eb90c805721d58f2c14"},
 ]
 certifi = [
     {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
@@ -2303,65 +2302,65 @@ click = [
     {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
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+    {file = "cloudpickle-2.2.1-py3-none-any.whl", hash = "sha256:61f594d1f4c295fa5cd9014ceb3a1fc4a70b0de1164b94fbc2d854ccba056f9f"},
+    {file = "cloudpickle-2.2.1.tar.gz", hash = "sha256:d89684b8de9e34a2a43b3460fbca07d09d6e25ce858df4d5a44240403b6178f5"},
 ]
 colorama = [
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 coverage = [
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+    {file = "fsspec-2023.1.0-py3-none-any.whl", hash = "sha256:b833e2e541e9e8cde0ab549414187871243177feb3d344f9d27b25a93f5d8139"},
+    {file = "fsspec-2023.1.0.tar.gz", hash = "sha256:fbae7f20ff801eb5f7d0bedf81f25c787c0dfac5e982d98fa3884a9cde2b5411"},
 ]
 google-auth = [
     {file = "google-auth-2.16.0.tar.gz", hash = "sha256:ed7057a101af1146f0554a769930ac9de506aeca4fd5af6543ebe791851a9fbd"},
@@ -2601,8 +2600,8 @@ jupyter-server = [
     {file = "jupyter_server-1.23.5.tar.gz", hash = "sha256:a2caa759e2a29ece1aad013c58215fe951f38317b97de462b921834955fe3fca"},
 ]
 jupyterlab = [
-    {file = "jupyterlab-3.5.2-py3-none-any.whl", hash = "sha256:16e9b8320dcec469c70bb883e993e0bb84c4ea1a734063731f66922cf72add1b"},
-    {file = "jupyterlab-3.5.2.tar.gz", hash = "sha256:10ac094215ffb872ddffbe2982bf1c039a79fecc326e191e7cc5efd84f331dad"},
+    {file = "jupyterlab-3.5.3-py3-none-any.whl", hash = "sha256:8e1a4414b681dafd3f19bd45cb0c79cb713bc78ef4e8440b95d86881c23a9fe5"},
+    {file = "jupyterlab-3.5.3.tar.gz", hash = "sha256:51e889448ae194eeef8e50f63f5c4f487f728f477befe436e9749672f7511dbe"},
 ]
 jupyterlab-pygments = [
     {file = "jupyterlab_pygments-0.2.2-py2.py3-none-any.whl", hash = "sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f"},
@@ -2792,16 +2791,16 @@ mypy-extensions = [
     {file = "mypy_extensions-0.4.3.tar.gz", hash = "sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8"},
 ]
 nbclassic = [
-    {file = "nbclassic-0.4.8-py3-none-any.whl", hash = "sha256:cbf05df5842b420d5cece0143462380ea9d308ff57c2dc0eb4d6e035b18fbfb3"},
-    {file = "nbclassic-0.4.8.tar.gz", hash = "sha256:c74d8a500f8e058d46b576a41e5bc640711e1032cf7541dde5f73ea49497e283"},
+    {file = "nbclassic-0.5.1-py3-none-any.whl", hash = "sha256:32c235e1f22f4048f3b877d354c198202898797cf9c2085856827598cead001b"},
+    {file = "nbclassic-0.5.1.tar.gz", hash = "sha256:8e8ffce7582bb7a4baf11fa86a3d88b184e8e7df78eed4ead69f15aa4fc0e323"},
 ]
 nbclient = [
     {file = "nbclient-0.7.2-py3-none-any.whl", hash = "sha256:d97ac6257de2794f5397609df754fcbca1a603e94e924eb9b99787c031ae2e7c"},
     {file = "nbclient-0.7.2.tar.gz", hash = "sha256:884a3f4a8c4fc24bb9302f263e0af47d97f0d01fe11ba714171b320c8ac09547"},
 ]
 nbconvert = [
-    {file = "nbconvert-7.2.8-py3-none-any.whl", hash = "sha256:ac57f2812175441a883f50c8ff113133ca65fe7ae5a9f1e3da3bfd1a70dce2ee"},
-    {file = "nbconvert-7.2.8.tar.gz", hash = "sha256:ccedacde57a972836bfb46466485be29ed1364ed7c2f379f62bad47d340ece99"},
+    {file = "nbconvert-7.2.9-py3-none-any.whl", hash = "sha256:495638c5e06005f4a5ce828d8a81d28e34f95c20f4384d5d7a22254b443836e7"},
+    {file = "nbconvert-7.2.9.tar.gz", hash = "sha256:a42c3ac137c64f70cbe4d763111bf358641ea53b37a01a5c202ed86374af5234"},
 ]
 nbformat = [
     {file = "nbformat-5.7.3-py3-none-any.whl", hash = "sha256:22a98a6516ca216002b0a34591af5bcb8072ca6c63910baffc901cfa07fefbf0"},
@@ -2934,8 +2933,8 @@ partd = [
     {file = "partd-1.3.0.tar.gz", hash = "sha256:ce91abcdc6178d668bcaa431791a5a917d902341cb193f543fe445d494660485"},
 ]
 pathspec = [
-    {file = "pathspec-0.10.3-py3-none-any.whl", hash = "sha256:3c95343af8b756205e2aba76e843ba9520a24dd84f68c22b9f93251507509dd6"},
-    {file = "pathspec-0.10.3.tar.gz", hash = "sha256:56200de4077d9d0791465aa9095a01d421861e405b5096955051deefd697d6f6"},
+    {file = "pathspec-0.11.0-py3-none-any.whl", hash = "sha256:3a66eb970cbac598f9e5ccb5b2cf58930cd8e3ed86d393d541eaf2d8b1705229"},
+    {file = "pathspec-0.11.0.tar.gz", hash = "sha256:64d338d4e0914e91c1792321e6907b5a593f1ab1851de7fc269557a21b30ebbc"},
 ]
 patsy = [
     {file = "patsy-0.5.3-py2.py3-none-any.whl", hash = "sha256:7eb5349754ed6aa982af81f636479b1b8db9d5b1a6e957a6016ec0534b5c86b7"},
@@ -2965,8 +2964,8 @@ pluggy = [
     {file = "pluggy-1.0.0.tar.gz", hash = "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159"},
 ]
 prometheus-client = [
-    {file = "prometheus_client-0.15.0-py3-none-any.whl", hash = "sha256:db7c05cbd13a0f79975592d112320f2605a325969b270a94b71dcabc47b931d2"},
-    {file = "prometheus_client-0.15.0.tar.gz", hash = "sha256:be26aa452490cfcf6da953f9436e95a9f2b4d578ca80094b4458930e5f584ab1"},
+    {file = "prometheus_client-0.16.0-py3-none-any.whl", hash = "sha256:0836af6eb2c8f4fed712b2f279f6c0a8bbab29f9f4aa15276b91c7cb0d1616ab"},
+    {file = "prometheus_client-0.16.0.tar.gz", hash = "sha256:a03e35b359f14dd1630898543e2120addfdeacd1a6069c1367ae90fd93ad3f48"},
 ]
 prompt-toolkit = [
     {file = "prompt_toolkit-3.0.36-py3-none-any.whl", hash = "sha256:aa64ad242a462c5ff0363a7b9cfe696c20d55d9fc60c11fd8e632d064804d305"},
@@ -3318,8 +3317,8 @@ Send2Trash = [
     {file = "Send2Trash-1.8.0.tar.gz", hash = "sha256:d2c24762fd3759860a0aff155e45871447ea58d2be6bdd39b5c8f966a0c99c2d"},
 ]
 setuptools = [
-    {file = "setuptools-66.0.0-py3-none-any.whl", hash = "sha256:a78d01d1e2c175c474884671dde039962c9d74c7223db7369771fcf6e29ceeab"},
-    {file = "setuptools-66.0.0.tar.gz", hash = "sha256:bd6eb2d6722568de6d14b87c44a96fac54b2a45ff5e940e639979a3d1792adb6"},
+    {file = "setuptools-67.0.0-py3-none-any.whl", hash = "sha256:9d790961ba6219e9ff7d9557622d2fe136816a264dd01d5997cfc057d804853d"},
+    {file = "setuptools-67.0.0.tar.gz", hash = "sha256:883131c5b6efa70b9101c7ef30b2b7b780a4283d5fc1616383cdf22c83cbefe6"},
 ]
 six = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
@@ -3345,7 +3344,7 @@ Sphinx = [
     {file = "Sphinx-3.5.4-py3-none-any.whl", hash = "sha256:2320d4e994a191f4b4be27da514e46b3d6b420f2ff895d064f52415d342461e8"},
     {file = "Sphinx-3.5.4.tar.gz", hash = "sha256:19010b7b9fa0dc7756a6e105b2aacd3a80f798af3c25c273be64d7beeb482cb1"},
 ]
-"sphinxcontrib.applehelp" = [
+sphinxcontrib-applehelp = [
     {file = "sphinxcontrib-applehelp-1.0.2.tar.gz", hash = "sha256:a072735ec80e7675e3f432fcae8610ecf509c5f1869d17e2eecff44389cdbc58"},
     {file = "sphinxcontrib_applehelp-1.0.2-py2.py3-none-any.whl", hash = "sha256:806111e5e962be97c29ec4c1e7fe277bfd19e9652fb1a4392105b43e01af885a"},
 ]
@@ -3523,14 +3522,14 @@ webencodings = [
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
 websocket-client = [
-    {file = "websocket-client-1.4.2.tar.gz", hash = "sha256:d6e8f90ca8e2dd4e8027c4561adeb9456b54044312dba655e7cae652ceb9ae59"},
-    {file = "websocket_client-1.4.2-py3-none-any.whl", hash = "sha256:d6b06432f184438d99ac1f456eaf22fe1ade524c3dd16e661142dc54e9cba574"},
+    {file = "websocket-client-1.5.0.tar.gz", hash = "sha256:561ca949e5bbb5d33409a37235db55c279235c78ee407802f1d2314fff8a8536"},
+    {file = "websocket_client-1.5.0-py3-none-any.whl", hash = "sha256:fb5d81b95d350f3a54838ebcb4c68a5353bbd1412ae8f068b1e5280faeb13074"},
 ]
 zict = [
     {file = "zict-2.2.0-py2.py3-none-any.whl", hash = "sha256:dabcc8c8b6833aa3b6602daad50f03da068322c1a90999ff78aed9eecc8fa92c"},
     {file = "zict-2.2.0.tar.gz", hash = "sha256:d7366c2e2293314112dcf2432108428a67b927b00005619feefc310d12d833f3"},
 ]
 zipp = [
-    {file = "zipp-3.11.0-py3-none-any.whl", hash = "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa"},
-    {file = "zipp-3.11.0.tar.gz", hash = "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"},
+    {file = "zipp-3.12.0-py3-none-any.whl", hash = "sha256:9eb0a4c5feab9b08871db0d672745b53450d7f26992fd1e4653aa43345e97b86"},
+    {file = "zipp-3.12.0.tar.gz", hash = "sha256:73efd63936398aac78fd92b6f4865190119d6c91b531532e798977ea8dd402eb"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index a2c60257..8117a65a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,8 +14,8 @@ python = ">=3.7.1,<3.11"  # When deploying set this to 3.7
 pandas = "^1.3.5"
 numpy = "^1.21.5"
 tqdm = "^4.62.3"
-multiprocess = "^0.70.12"
-dill = "^0.3.4"
+multiprocess = "^0.70.14"
+dill = "^0.3.6"
 
 [tool.poetry.dev-dependencies]
 pydocstyle = "^5.1.1"
diff --git a/tsflex/features/feature_collection.py b/tsflex/features/feature_collection.py
index b4ed870a..3652a26c 100644
--- a/tsflex/features/feature_collection.py
+++ b/tsflex/features/feature_collection.py
@@ -35,6 +35,12 @@
 from .segmenter import StridedRolling, StridedRollingFactory
 from .utils import _check_start_end_array, _determine_bounds
 
+# This is not needed for multiprocessing on Windows
+# if os.name == "nt":  # If running on Windows
+#     # This enables pickling of globals on Windows
+#     dill.settings["byref"] = True
+#     dill.settings["recurse"] = True
+
 
 class FeatureCollection:
     """Create a FeatureCollection.
@@ -260,7 +266,8 @@ def add(
         self._check_feature_descriptors(skip_none=True)
 
     @staticmethod
-    def _executor(idx: int):
+    def _executor(zipped):
+        idx, get_stroll_func = zipped
         # global get_stroll_func
         stroll, function = get_stroll_func(idx)
         return stroll.apply_func(function)
@@ -615,11 +622,7 @@ def calculate(
         )
         nb_stroll_funcs = self._get_stroll_feat_length()
 
-        if (
-            os.name == "nt"
-        ):  # On Windows no multiprocessing is supported, see https://github.com/predict-idlab/tsflex/issues/51
-            n_jobs = 1
-        elif n_jobs is None:
+        if n_jobs is None:
             n_jobs = os.cpu_count()
         n_jobs = min(n_jobs, nb_stroll_funcs)
 
@@ -629,12 +632,17 @@ def calculate(
             if show_progress:
                 idxs = tqdm(idxs)
             try:
-                calculated_feature_list = [self._executor(idx) for idx in idxs]
+                calculated_feature_list = [
+                    self._executor((idx, get_stroll_func)) for idx in idxs
+                ]
             except Exception:
                 traceback.print_exc()
         else:
             with Pool(processes=n_jobs) as pool:
-                results = pool.imap_unordered(self._executor, range(nb_stroll_funcs))
+                results = pool.imap_unordered(
+                    self._executor,
+                    zip(range(nb_stroll_funcs), [get_stroll_func] * nb_stroll_funcs),
+                )
                 if show_progress:
                     results = tqdm(results, total=nb_stroll_funcs)
                 try: