diff --git a/Dockerfile b/Dockerfile
index e539bb1ae..26c822e47 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -71,6 +71,15 @@ WORKDIR /rootfs/usr/local/go2rtc/bin
 RUN wget -qO go2rtc "https://github.com/AlexxIT/go2rtc/releases/download/v0.1-rc.5/go2rtc_linux_${TARGETARCH}" \
     && chmod +x go2rtc
 
+
+####
+#
+# OpenVino Support
+#
+# 1. Download and convert a model from Intel's Public Open Model Zoo
+# 2. Build libUSB without udev to handle NCS2 enumeration
+#
+####
 # Download and Convert OpenVino model
 FROM base_amd64 AS ov-converter
 ARG DEBIAN_FRONTEND
@@ -115,6 +124,25 @@ RUN /bin/mkdir -p '/usr/local/lib' && \
     /usr/bin/install -c -m 644 libusb-1.0.pc '/usr/local/lib/pkgconfig' && \
     ldconfig
 
+####
+#
+# TensorRT Support
+#
+# 1. Build the pycuda wheel for cp39-x86_64
+# 2. Download and convert a model for the tensorRT runtime
+#
+####
+# Build CUDA Python Bindings for Python 3.9
+# FROM wget as pycuda-build
+# ARG DEBIAN_FRONTEND
+
+# RUN --mount=type=bind,source=docker/build_pycuda.sh,target=/build/build_pycuda.sh \
+#     /build/build_pycuda.sh
+
+# Download and Convert TensorRT Model
+FROM base_amd64 as tensorrt-converter
+## TODO
+
 
 
 FROM wget AS models
diff --git a/docker/build_pycuda.sh b/docker/build_pycuda.sh
new file mode 100755
index 000000000..e1ccbf76d
--- /dev/null
+++ b/docker/build_pycuda.sh
@@ -0,0 +1,54 @@
+#!/bin/bash
+
+set -euxo pipefail
+
+"${CUDA_LIB_VERSION:=11.8}"
+"${CUDA_PKG_VERSION:=11-8}"
+"${CUDNN_VERSION:=8.6.0.84}"
+"${TENSORRT_VERSION:=7.2.2}"
+
+# Add NVidia Repo
+# wget -q -O - https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/3bf863cc.pub | apt-key add -
+# echo "deb https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/ /" | tee /etc/apt/sources.list.d/nvidia-cuda.list
+wget https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/cuda-keyring_1.0-1_all.deb
+dpkg -i cuda-keyring_1.0-1_all.deb
+add-apt-repository contrib
+apt-get -qq update
+
+# Utilities
+apt-get install -y --no-install-recommends \
+    build-essential python3.9-dev python3-pip tar
+
+python3 -m pip install --upgrade setuptools pip wheel numpy
+
+# CUDA Base
+apt-get install -y --no-install-recommends \
+    cuda-cudart-${CUDA_PKG_VERSION} \
+    cuda-compat-${CUDA_PKG_VERSION} \
+    cuda-cupti-${CUDA_PKG_VERSION} && \
+    ln -s cuda-${CUDA_LIB_VERSION} /usr/local/cuda
+
+# CUDA Runtime
+apt-get install -y --no-install-recommends \
+    cuda-libraries-${CUDA_PKG_VERSION} \
+    libnpp-${CUDA_PKG_VERSION} \
+    cuda-nvtx-${CUDA_PKG_VERSION} \
+    libcublas-${CUDA_PKG_VERSION}
+
+# cuDNN Runtime
+apt-get install -y --no-install-recommends \
+    libcudnn8
+
+# Download pycuda source
+wget https://github.com/inducer/pycuda/archive/refs/tags/v2022.2.tar.gz -O pycuda-v2022.2.tar.gz
+tar xfz pycuda-v2022.2.tar.gz
+
+# Build pycuda wheel
+cd pycuda-v2022.2
+python setup.py build
+
+
+
+
+
+rm -rf /var/lib/apt/lists/*
\ No newline at end of file
diff --git a/docker/install_tensorrt.sh b/docker/install_tensorrt.sh
new file mode 100755
index 000000000..e587cce64
--- /dev/null
+++ b/docker/install_tensorrt.sh
@@ -0,0 +1,38 @@
+#!/bin/bash
+
+set -euxo pipefail
+
+"${CUDA_LIB_VERSION:=11.8}"
+"${CUDA_PKG_VERSION:=11-8}"
+"${CUDNN_VERSION:=8.6.0.84}"
+"${TENSORRT_VERSION:=7.2.2}"
+
+# Add NVidia Repo
+# wget -q -O - https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/3bf863cc.pub | apt-key add -
+# echo "deb https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/ /" | tee /etc/apt/sources.list.d/nvidia-cuda.list
+wget https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/cuda-keyring_1.0-1_all.deb
+dpkg -i cuda-keyring_1.0-1_all.deb
+add-apt-repository contrib
+apt-get -qq update
+
+# CUDA Base
+apt-get install -y --no-install-recommends \
+    cuda-cudart-${CUDA_PKG_VERSION} \
+    cuda-compat-${CUDA_PKG_VERSION} \
+    cuda-cupti-${CUDA_PKG_VERSION} && \
+    ln -s cuda-${CUDA_LIB_VERSION} /usr/local/cuda
+
+# CUDA Runtime
+apt-get install -y --no-install-recommends \
+    cuda-libraries-${CUDA_PKG_VERSION} \
+    libnpp-${CUDA_PKG_VERSION} \
+    cuda-nvtx-${CUDA_PKG_VERSION} \
+    libcublas-${CUDA_PKG_VERSION}
+
+# cuDNN Runtime
+apt-get install -y --no-install-recommends \
+    libcudnn8
+
+# TensorRT Runtime
+apt-get install -y --no-install-recommends \
+    libvinfer
diff --git a/requirements-wheels.txt b/requirements-wheels.txt
index 930ab9e47..71962fac9 100644
--- a/requirements-wheels.txt
+++ b/requirements-wheels.txt
@@ -24,3 +24,7 @@ zeroconf == 0.39.4
 openvino @ https://github.com/NateMeyer/openvino-wheels/releases/download/multi-arch_2022.2.0/openvino-2022.2.0-000-cp39-cp39-manylinux_2_31_x86_64.whl; platform_machine == 'x86_64'
 openvino @ https://github.com/NateMeyer/openvino-wheels/releases/download/multi-arch_2022.2.0/openvino-2022.2.0-000-cp39-cp39-linux_aarch64.whl; platform_machine == 'aarch64'
 openvino @ https://github.com/NateMeyer/openvino-wheels/releases/download/multi-arch_2022.2.0/openvino-2022.2.0-000-cp39-cp39-linux_armv7l.whl; platform_machine == 'armv7l'
+tensorrt == 8.5.*; platform_machine == 'x86_64'
+nvidia-cuda-runtime-cu11 == 11.8.*; platform_machine == 'x86_64'
+nvidia-cublas-cu11 == 11.11.*; platform_machine == 'x86_64'
+nvidia-cudnn-cu11 == 8.7.*; platform_machine == 'x86_64'
\ No newline at end of file