diff --git a/Dockerfile b/Dockerfile
index da6679e..40a417e 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,4 @@
-FROM docker.io/python:3.10
+FROM nvidia/cuda:12.2.2-cudnn8-runtime-ubuntu22.04
 
 # Create dirs for:
 # - Injecting config.yml: /root/.DANE
@@ -6,6 +6,10 @@ FROM docker.io/python:3.10
 # - Storing the source code: /src
 RUN mkdir /root/.DANE /mnt/dane-fs /src /data
 
+RUN apt-get update && \
+    apt-get install -y python3-pip python3-dev python-is-python3 && \
+    rm -rf /var/lib/apt/lists/*
+
 WORKDIR /src
 
 ENV POETRY_NO_INTERACTION=1 \
diff --git a/README.md b/README.md
index 00db2d8..e95b6eb 100644
--- a/README.md
+++ b/README.md
@@ -12,4 +12,12 @@ The Whisper model version can be adjusted in the `config.yml` file by editing th
 |`medium`|769 M|
 |`large`|1550 M|
 |`large-v2`|1550 M|
-|`large-v3`|1550 M|
\ No newline at end of file
+|`large-v3`|1550 M|
+
+We recommend version `large-v2` as it performs better in most cases than `large-v3`.
+
+## Running via Docker using a CUDA compatible GPU
+
+To run it using a GPU via Docker, check [the instructions from the dane-example-worker](https://github.com/beeldengeluid/dane-example-worker/wiki/Containerization#running-the-container-locally-using-cuda-compatible-gpu).
+
+Make sure to replace `dane-example-worker` in the `docker run` command with `dane-whisper-asr-worker`.
\ No newline at end of file
diff --git a/config/config.yml b/config/config.yml
index 09af953..d6579c6 100644
--- a/config/config.yml
+++ b/config/config.yml
@@ -30,7 +30,7 @@ OUTPUT:
     S3_FOLDER_IN_BUCKET: folder  # folder within the bucket
 WHISPER_ASR_SETTINGS:
     WORD_TIMESTAMPS: True
-    DEVICE: cpu  # "cpu" to run on CPU, otherwise "cuda" to run on GPU
+    DEVICE: cuda  # "cpu" to run on CPU, otherwise "cuda" to run on GPU
     VAD: True  # whether to use voice activity detection (VAD) or not
     MODEL_VERSION: large-v2  # check the README for available options
     BEAM_SIZE: 5
diff --git a/poetry.lock b/poetry.lock
index a9f8a69..820ed7d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -56,33 +56,33 @@ files = [
 
 [[package]]
 name = "black"
-version = "24.3.0"
+version = "24.4.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "black-24.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9f50ea1132e2189d8dff0115ab75b65590a3e97de1e143795adb4ce317934995"},
-    {file = "black-24.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e2af80566f43c85f5797365077fb64a393861a3730bd110971ab7a0c94e873e7"},
-    {file = "black-24.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:4be5bb28e090456adfc1255e03967fb67ca846a03be7aadf6249096100ee32d0"},
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-    {file = "black-24.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:aadf7a02d947936ee418777e0247ea114f78aff0d0959461057cae8a04f20597"},
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-    {file = "black-24.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:bf21b7b230718a5f08bd32d5e4f1db7fc8788345c8aea1d155fc17852b3410f5"},
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-    {file = "black-24.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c7ed6668cbbfcd231fa0dc1b137d3e40c04c7f786e626b405c62bcd5db5857e4"},
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-    {file = "black-24.3.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:c45f8dff244b3c431b36e3224b6be4a127c6aca780853574c00faf99258041eb"},
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+    {file = "black-24.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:44d99dfdf37a2a00a6f7a8dcbd19edf361d056ee51093b2445de7ca09adac965"},
+    {file = "black-24.4.0-cp312-cp312-win_amd64.whl", hash = "sha256:21f9407063ec71c5580b8ad975653c66508d6a9f57bd008bb8691d273705adcd"},
+    {file = "black-24.4.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:652e55bb722ca026299eb74e53880ee2315b181dfdd44dca98e43448620ddec1"},
+    {file = "black-24.4.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:7f2966b9b2b3b7104fca9d75b2ee856fe3fdd7ed9e47c753a4bb1a675f2caab8"},
+    {file = "black-24.4.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bb9ca06e556a09f7f7177bc7cb604e5ed2d2df1e9119e4f7d2f1f7071c32e5d"},
+    {file = "black-24.4.0-cp38-cp38-win_amd64.whl", hash = "sha256:d4e71cdebdc8efeb6deaf5f2deb28325f8614d48426bed118ecc2dcaefb9ebf3"},
+    {file = "black-24.4.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:6644f97a7ef6f401a150cca551a1ff97e03c25d8519ee0bbc9b0058772882665"},
+    {file = "black-24.4.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:75a2d0b4f5eb81f7eebc31f788f9830a6ce10a68c91fbe0fade34fff7a2836e6"},
+    {file = "black-24.4.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:eb949f56a63c5e134dfdca12091e98ffb5fd446293ebae123d10fc1abad00b9e"},
+    {file = "black-24.4.0-cp39-cp39-win_amd64.whl", hash = "sha256:7852b05d02b5b9a8c893ab95863ef8986e4dda29af80bbbda94d7aee1abf8702"},
+    {file = "black-24.4.0-py3-none-any.whl", hash = "sha256:74eb9b5420e26b42c00a3ff470dc0cd144b80a766128b1771d07643165e08d0e"},
+    {file = "black-24.4.0.tar.gz", hash = "sha256:f07b69fda20578367eaebbd670ff8fc653ab181e1ff95d84497f9fa20e7d0641"},
 ]
 
 [package.dependencies]
@@ -102,17 +102,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.32"
+version = "1.34.88"
 description = "The AWS SDK for Python"
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.32-py3-none-any.whl", hash = "sha256:7bf924c942426839efd7fa5c2c4fe85dba208258393e8017a5ad327c30e5948d"},
-    {file = "boto3-1.34.32.tar.gz", hash = "sha256:9e62f42de2873baab96eb822386d6a3b1d77f6715cb9033d7b4e6e9ebb0cdbe7"},
+    {file = "boto3-1.34.88-py3-none-any.whl", hash = "sha256:1bd4cef11b7c5f293cede50f3d33ca89fe3413c51f1864f40163c56a732dd6b3"},
+    {file = "boto3-1.34.88.tar.gz", hash = "sha256:168894499578a9d69d6f7deb5811952bf4171c51b95749a9aef32cf67bc71f87"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.32,<1.35.0"
+botocore = ">=1.34.88,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -121,32 +121,32 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.32"
+version = "1.34.88"
 description = "Low-level, data-driven core of boto 3."
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.32-py3-none-any.whl", hash = "sha256:aa26a74df83eed3db9542c1cf9108138794c344918b36a506c0723717f1acaab"},
-    {file = "botocore-1.34.32.tar.gz", hash = "sha256:466aee158bd0429dbd567c4e2bdf7be9a0a5a74409f8b295c30f34d84c497f9c"},
+    {file = "botocore-1.34.88-py3-none-any.whl", hash = "sha256:e87a660599ed3e14b2a770f4efc3df2f2f6d04f3c7bfd64ddbae186667864a7b"},
+    {file = "botocore-1.34.88.tar.gz", hash = "sha256:36f2e9e8dfa856e55dbbe703aea601f134db3fddc3615f1020a755b27fd26a5e"},
 ]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
 python-dateutil = ">=2.1,<3.0.0"
-urllib3 = {version = ">=1.25.4,<2.1", markers = "python_version >= \"3.10\""}
+urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.19.19)"]
+crt = ["awscrt (==0.20.9)"]
 
 [[package]]
 name = "certifi"
-version = "2023.11.17"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
-    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
 ]
 
 [[package]]
@@ -292,63 +292,63 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "coverage"
-version = "7.4.1"
+version = "7.4.4"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -438,13 +438,13 @@ requests = ["requests (>=2.4.0,<3.0.0)"]
 
 [[package]]
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-version = "1.2.0"
+version = "1.2.1"
 description = "Backport of PEP 654 (exception groups)"
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 ]
 
 [package.extras]
@@ -452,13 +452,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "faster-whisper"
-version = "0.10.0"
+version = "1.0.1"
 description = "Faster Whisper transcription with CTranslate2"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -474,18 +474,18 @@ dev = ["black (==23.*)", "flake8 (==6.*)", "isort (==5.*)", "pytest (==7.*)"]
 
 [[package]]
 name = "filelock"
-version = "3.13.1"
+version = "3.13.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
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+docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
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 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
@@ -506,24 +506,24 @@ pyflakes = ">=2.5.0,<2.6.0"
 
 [[package]]
 name = "flatbuffers"
-version = "23.5.26"
+version = "24.3.25"
 description = "The FlatBuffers serialization format for Python"
 optional = false
 python-versions = "*"
 files = [
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 [[package]]
 name = "fsspec"
-version = "2023.12.2"
+version = "2024.3.1"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -541,7 +541,7 @@ github = ["requests"]
 gs = ["gcsfs"]
 gui = ["panel"]
 hdfs = ["pyarrow (>=1)"]
-http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
 libarchive = ["libarchive-c"]
 oci = ["ocifs"]
 s3 = ["s3fs"]
@@ -552,13 +552,13 @@ tqdm = ["tqdm"]
 
 [[package]]
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+version = "0.22.2"
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 python-versions = ">=3.8.0"
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 [package.dependencies]
@@ -571,15 +571,17 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
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-torch = ["torch"]
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 [[package]]
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 [[package]]
@@ -972,13 +974,13 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 
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@@ -1067,13 +1069,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
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 [[package]]
 name = "six"
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 ]
 
 [package.dependencies]
@@ -1263,13 +1265,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.1"
+version = "4.66.2"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.1-py3-none-any.whl", hash = "sha256:d302b3c5b53d47bce91fea46679d9c3c6508cf6332229aa1e7d8653723793386"},
-    {file = "tqdm-4.66.1.tar.gz", hash = "sha256:d88e651f9db8d8551a62556d3cff9e3034274ca5d66e93197cf2490e2dcb69c7"},
+    {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
+    {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
 ]
 
 [package.dependencies]
@@ -1308,13 +1310,13 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.9.0"
+version = "4.11.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
-    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
+    {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
+    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
 ]
 
 [[package]]
@@ -1351,4 +1353,4 @@ PyYAML = "*"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "ecdec8eb025ca5bca889f67643238285dc440a058e7fbdcf505103c800c50f39"
+content-hash = "3a8680c088c9f0b6a360d6a922f456f67a2289690a87cc14917363ff36c85fa7"
diff --git a/pyproject.toml b/pyproject.toml
index d2212ea..c38f877 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,7 +9,7 @@ readme = "README.md"
 [tool.poetry.dependencies]
 python = "^3.10"
 dane = "^0.4.2"
-faster-whisper = "^0.10.0"
+faster-whisper = "^1.0.1"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.2.0"