diff --git a/.gitignore b/.gitignore
index 9cff446ead..e6bd6262ff 100644
--- a/.gitignore
+++ b/.gitignore
@@ -28,3 +28,7 @@ dist/
 coverage.xml
 .coverage.*
 pyvenv.cfg
+
+.venv
+poetry.lock
+.python-version
\ No newline at end of file
diff --git a/install_by_poetry.bash b/install_by_poetry.bash
new file mode 100755
index 0000000000..87540f59a8
--- /dev/null
+++ b/install_by_poetry.bash
@@ -0,0 +1,162 @@
+#!/bin/bash
+# Installs the `fiftyone` package and its dependencies.
+#
+# Usage:
+#   bash install.bash
+#
+# Copyright 2017-2023, Voxel51, Inc.
+# voxel51.com
+#
+
+# Show usage information
+usage() {
+    echo "Usage:  bash $0 [-h] [-d] [-e] [-m] [-p] [-v]
+
+Getting help:
+-h      Display this help message.
+
+Custom installations:
+-d      Install developer dependencies.
+-e      Source install of voxel51-eta.
+-m      Install MongoDB from scratch, rather than installing fiftyone-db.
+-p      Install only the core python package, not the App.
+-v      Voxel51 developer install (don't install fiftyone-brain).
+"
+}
+
+# Parse flags
+SHOW_HELP=false
+DEV_INSTALL=false
+SOURCE_ETA_INSTALL=false
+SCRATCH_MONGODB_INSTALL=false
+BUILD_APP=true
+VOXEL51_INSTALL=false
+GITHUB_INSTALL=false
+E2E_INSTALL=false
+while getopts "hdempv" FLAG; do
+    case "${FLAG}" in
+        h) SHOW_HELP=true ;;
+        d) DEV_INSTALL=true ;;
+        e) SOURCE_ETA_INSTALL=true ;;
+        m) SCRATCH_MONGODB_INSTALL=true ;;
+        v) VOXEL51_INSTALL=true ;;
+        p) BUILD_APP=false ;;
+        *) usage ;;
+    esac
+done
+[ ${SHOW_HELP} = true ] && usage && exit 0
+
+set -e
+NODE_VERSION=17.9.0
+OS=$(uname -s)
+ARCH=$(uname -m)
+
+if [ ${SCRATCH_MONGODB_INSTALL} = true ]; then
+    echo "***** INSTALLING MONGODB FROM SCRATCH *****"
+    MONGODB_VERSION=6.0.5
+    INSTALL_MONGODB=true
+
+    mkdir -p ~/.fiftyone/bin
+    cd ~/.fiftyone
+    mkdir -p var/lib/mongo
+    if [ -x bin/mongod ]; then
+        VERSION_FULL=$(bin/mongod --version | grep 'db version')
+        CURRENT_VERSION="${VERSION_FULL:12}"
+        if [ ${CURRENT_VERSION} != ${MONGODB_VERSION} ]; then
+            echo "Upgrading MongoDB v${CURRENT_VERSION} to v${MONGODB_VERSION}"
+        else
+            echo "MongoDB v${MONGODB_VERSION} already installed"
+            INSTALL_MONGODB=false
+        fi
+    fi
+
+    if [ ${INSTALL_MONGODB} = true ]; then
+        echo "Installing MongoDB v${MONGODB_VERSION}"
+        if [ "${OS}" == "Darwin" ]; then
+            MONGODB_BUILD=mongodb-macos-x86_64-${MONGODB_VERSION}
+            curl https://fastdl.mongodb.org/osx/${MONGODB_BUILD}.tgz --output mongodb.tgz
+            tar -zxvf mongodb.tgz
+            mv ${MONGODB_BUILD}/bin/* ./bin/
+            rm mongodb.tgz
+            rm -rf ${MONGODB_BUILD}
+        elif [ "${OS}" == "Linux" ]; then
+            MONGODB_BUILD=mongodb-linux-x86_64-ubuntu2204-${MONGODB_VERSION}
+            curl https://fastdl.mongodb.org/linux/${MONGODB_BUILD}.tgz --output mongodb.tgz
+            tar -zxvf mongodb.tgz
+            mv ${MONGODB_BUILD}/bin/* ./bin/
+            rm mongodb.tgz
+            rm -rf ${MONGODB_BUILD}
+        else
+            echo "WARNING: unsupported OS, skipping MongoDB installation"
+        fi
+    fi
+    cd -
+else
+    echo "***** INSTALLING FIFTYONE-DB *****"
+    pip install fiftyone-db
+fi
+
+if [ ${VOXEL51_INSTALL} = false ]; then
+    echo "***** INSTALLING FIFTYONE-BRAIN *****"
+    pip install --upgrade fiftyone-brain
+fi
+
+pip install poetry
+
+echo "***** INSTALLING FIFTYONE *****"
+if [ ${DEV_INSTALL} = true ] || [ ${VOXEL51_INSTALL} = true ]; then
+    poetry install --with docs,extras,test,dev
+elif [ ${GITHUB_INSTALL} = true ]; then
+    echo "Performing github install"
+    poetry install --with test,github
+elif [ ${E2E_INSTALL} = true ]; then
+    echo "Performing e2e install"
+    poetry install --with test,github,e2e
+else
+    poetry build
+    pip install dist/fiftyone-*.whl
+fi
+
+if [ ${SOURCE_ETA_INSTALL} = true ]; then
+    echo "***** INSTALLING ETA *****"
+    if [[ ! -d "eta" ]]; then
+        echo "Cloning ETA repository"
+        git clone https://github.com/voxel51/eta
+    fi
+    cd eta
+    if [ ${DEV_INSTALL} = true ] || [ ${VOXEL51_INSTALL} = true ]; then
+        pip install -e .
+    else
+        pip install .
+    fi
+    if [[ ! -f eta/config.json ]]; then
+        echo "Installing default ETA config"
+        cp config-example.json eta/config.json
+    fi
+    cd ..
+fi
+
+# Do this last since `source` can exit Python virtual environments
+if [ ${BUILD_APP} = true ]; then
+    echo "***** INSTALLING FIFTYONE-APP *****"
+    curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.37.2/install.sh | bash
+    export NVM_DIR="$([ -z "${XDG_CONFIG_HOME-}" ] && printf %s "${HOME}/.nvm" || printf %s "${XDG_CONFIG_HOME}/nvm")"
+    [ -s "$NVM_DIR/nvm.sh" ] && \. "$NVM_DIR/nvm.sh" # This loads nvm
+    nvm install ${NODE_VERSION}
+    nvm use ${NODE_VERSION}
+    npm -g install yarn
+    if [ -f ~/.bashrc ]; then
+        source ~/.bashrc
+    elif [ -f ~/.bash_profile ]; then
+        source ~/.bash_profile
+    else
+        echo "WARNING: unable to locate a bash profile to 'source'; you may need to start a new shell"
+    fi
+    cd app
+    echo "Building the App. This will take a minute or two..."
+    yarn install > /dev/null 2>&1
+    yarn build
+    cd ..
+fi
+
+echo "***** INSTALLATION COMPLETE *****"
diff --git a/pyproject.toml b/pyproject.toml
index 578bd25814..a11d15b741 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,10 +1,117 @@
+[tool.poetry]
+name = "fiftyone"
+version = "0.23.0"
+description = ""
+authors = ["None"]
+license = "Apache License Version 2.0"
+readme = "README.md"
+
+packages = [
+    {include = "fiftyone"},
+    {include = "recipes", from = "docs/source", to = "fiftyone"},
+    {include = "tutorials", from = "docs/source", to = "fiftyone"},
+]
+
+[tool.poetry.dependencies]
+python = "^3.8,<3.11"
+aiofiles = "0.7.0"
+argcomplete = "1.11.0"
+beautifulsoup4 = "^4.12.2"
+boto3 = "1.17.36"
+cachetools = "5.2.0"
+mongoengine = "0.24.2"
+dacite = "1.6.0"
+deprecated = "1.2.11"
+ftfy = "6.1.1"
+humanize = "^4.8.0"
+hypercorn = "0.13.2"
+importlib-metadata = {version = "1.4.0", markers = "python_version < \"3.8\""}
+jinja2 = "3.0.3"
+kaleido = "0.2.1"
+matplotlib = "3.5.2"
+motor = ">=2.5"
+numpy = "<=1.26.2"
+packaging = "23.2"
+pandas = ">=1.3"
+pillow = ">=6.2"
+plotly = "5.17.0"
+pprintpp = "0.4.0"
+psutil = ">=5.7.0"
+pymongo = ">=3.12"
+pytz = "2022.1"
+pyyaml = "6.0.1"
+regex = "2022.8.17"
+retrying = ">=1.3.3"
+scikit-learn = ">=0.23.2"
+scikit-image = ">=0.16.2"
+setuptools = ">=45.2.0"
+sseclient-py = ">=1.7.2"
+sse-starlette = ">=0.10.3"
+starlette = "0.27.0"
+strawberry-graphql = "0.138.1"
+tabulate = "0.8.10"
+xmltodict = "0.12.0"
+universal-analytics-python3 = ">=1.0.1,<2"
+fiftyone-brain = ">=0.13.2,<0.14.0"
+fiftyone-db = ">=0.4,<1.0"
+voxel51-eta = ">=0.12,<1.0"
+httpx = "0.23.0"
+
+
+[tool.poetry.group.dev.dependencies]
+ipython = "8.12.3"
+pre-commit = "2.18.1"
+pylint = "2.13.9"
+
+
+[tool.poetry.group.test.dependencies]
+open3d = ">=0.16.0"
+itsdangerous = "2.0.1"
+werkzeug = "3.0.1"
+pytest = "7.3.1"
+pytest-cov = "4.0.0"
+pytest-mock = "3.10.0"
+pytest-asyncio = "^0.21.1"
+twine = ">=3"
+
+
+[tool.poetry.group.docs.dependencies]
+autodocsumm = "0.2.7"
+docutils = "0.16"
+ipykernel = "5.3.0"
+ipython-genutils = "0.2.0"
+jsx-lexer = "2.0.0"
+jupyter-client = "6.1.3"
+myst-parser = "0.13.7"
+nbsphinx = "0.8.8"
+sphinx-tabs = "1.2.1"
+sphinx = "3.5.4"
+sphinxcontrib-napoleon = "0.7"
+sphinx-copybutton = "0.4.0"
+
+
+[tool.poetry.group.extras.dependencies]
+google-api-python-client = ">=1.6.5"
+google-cloud-storage = ">=1.36"
+httplib2 = "<=0.15"
+ipywidgets = ">=7.5,<8"
+notebook = ">=5.3"
+pydicom = ">=2.2.0"
+shapely = ">=1.7.1"
+
+
+[tool.poetry.group.github.dependencies]
+pydicom = ">=2.2.0"
+shapely = ">=1.7.1"
+tensorflow = "2.13.1"
+tensorflow-datasets = "4.8.3"
+torch = "^2.1.1"
+torchvision = "^0.16.1"
+
+
+[tool.poetry.group.e2e.dependencies]
+umap-learn = ">=0.5.3"
+
 [build-system]
-requires = ["importlib-metadata; python_version<'3.8'", "setuptools", "wheel"]
-[tool.black]
-line-length = 79
-include = '\.pyi?$'
-exclude = '''
-/(
-  | \.git
-)/
-'''
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"