diff --git a/.github/workflows/deploy-old.yml b/.github/workflows/deploy-old.yml
new file mode 100644
index 0000000..21f2f01
--- /dev/null
+++ b/.github/workflows/deploy-old.yml
@@ -0,0 +1,26 @@
+name: Upload Python Package
+
+on:
+  release:
+    types: [created]
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v1
+    - name: Set up Python
+      uses: actions/setup-python@v1
+      with:
+        python-version: '3.x'
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install setuptools wheel twine
+    - name: Build and publish
+      env:
+        TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }}
+        TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
+      run: |
+        python setup.py sdist bdist_wheel
+        twine upload dist/*
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 21f2f01..afef4e0 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -16,11 +16,11 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install setuptools wheel twine
+        pip install hatch
     - name: Build and publish
       env:
-        TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }}
-        TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
+        PYPI_API_TOKEN: ${{ secrets.PYPI_API_TOKEN }}
       run: |
-        python setup.py sdist bdist_wheel
-        twine upload dist/*
+        hatch build
+        hatch publish --user __token__ --auth $PYPI_API_TOKEN
+
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..bbae0a7
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,55 @@
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[project]
+name = "talos"
+dynamic = ["version"]
+description = "Talos Hyperparameter Tuning for Keras"
+readme = "README.md"
+license = "MIT"
+authors = [
+    { name = "Mikko Kotila", email = "mailme@mikkokotila.com" },
+]
+maintainers = [
+    { name = "Mikko Kotila", email = "mailme@mikkokotila.com" },
+]
+classifiers = [
+    "Intended Audience :: Science/Research",
+    "License :: OSI Approved :: MIT License",
+    "Operating System :: MacOS",
+    "Operating System :: Microsoft :: Windows :: Windows 10",
+    "Operating System :: POSIX",
+    "Operating System :: Unix",
+    "Programming Language :: Python :: 2.7",
+    "Programming Language :: Python :: 3.5",
+    "Programming Language :: Python :: 3.6",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Topic :: Scientific/Engineering :: Human Machine Interfaces",
+    "Topic :: Scientific/Engineering :: Mathematics",
+]
+dependencies = [
+    "astetik",
+    "chances",
+    "kerasplotlib",
+    "numpy",
+    "pandas",
+    "requests",
+    "scikit-learn",
+    "statsmodels>=0.11.0",
+    "tensorflow>=2.0.0",
+    "tqdm",
+    "wrangle",
+]
+
+[project.urls]
+Download = "https://github.com/autonomio/talos/"
+Homepage = "http://autonom.io"
+
+[tool.hatch.version]
+path = "talos/__init__.py"
+
+[tool.hatch.build.targets.sdist]
+include = [
+    "/talos",
+]