diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
new file mode 100644
index 0000000..77b14a0
--- /dev/null
+++ b/.github/workflows/lint.yml
@@ -0,0 +1,17 @@
+name: Unit Tests
+
+on: [push]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: prefix-dev/setup-pixi@v0.6.0
+        with:
+          pixi-version: v0.20.1
+          environments: lint
+          frozen: true
+
+      - name: Run linter
+        run: pixi run lint
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..64c11db
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,16 @@
+repos:
+-   repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.3.0
+    hooks:
+    -   id: check-yaml
+    -   id: end-of-file-fixer
+    -   id: trailing-whitespace
+-   repo: https://github.com/psf/black
+    rev: 23.3.0
+    hooks:
+    -   id: black
+-   repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.0.272
+    hooks:
+    -   id: ruff
+        args: ["--fix", "--show-source"]
diff --git a/pixi.lock b/pixi.lock
index 2f024e8..9d3831a 100644
--- a/pixi.lock
+++ b/pixi.lock
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       - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.5-h12be248_0.conda
       - pypi: .
+  lint:
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+    packages:
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+  name: ruff
+  version: 0.4.2
+  build: py311ha637bb9_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/ruff-0.4.2-py311ha637bb9_0.conda
+  sha256: 5a687d674b29b5123f6c4040469bdf3d17573b405e2d5c733f6d988b73ed9dee
+  md5: 07b2a806a99867b497b9105da236f385
+  depends:
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/ruff
+  size: 6224885
+  timestamp: 1714090270741
+- kind: conda
+  name: ruff
+  version: 0.4.2
+  build: py311hae5a712_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/ruff-0.4.2-py311hae5a712_0.conda
+  sha256: 394a607295a9977fecdda07724d77000405d5a560cbca85a37605d94e8fa8df1
+  md5: 706c20efce8abf564977a2a01041aac9
+  depends:
+  - __osx >=11.0
+  - libcxx >=16
+  - python >=3.11,<3.12.0a0
+  - python >=3.11,<3.12.0a0 *_cpython
+  - python_abi 3.11.* *_cp311
+  constrains:
+  - __osx >=11.0
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/ruff
+  size: 5839478
+  timestamp: 1714089943980
+- kind: conda
+  name: ruff
+  version: 0.4.2
+  build: py311hae69bc3_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.4.2-py311hae69bc3_0.conda
+  sha256: 70889267d849fa1bb22f6a797926ab88e5536b2b9abd2a7fe6f153b7b83b54f8
+  md5: 3ab0d0bc3174b728ea114eeefa3d7e7b
+  depends:
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/ruff
+  size: 6305237
+  timestamp: 1714089088093
+- kind: conda
+  name: scikit-learn
+  version: 1.4.2
+  build: py311h142b183_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.4.2-py311h142b183_0.conda
+  sha256: a2c8ca8630f03a23cc90e00711f6d8c17b273b29259ae48645e1bd1e1c5074b0
+  md5: e1ed4efff9d6df2695ab996fa2a95896
+  depends:
+  - joblib >=1.2.0
+  - numpy >=1.23.5,<2.0a0
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  - scipy
+  - threadpoolctl >=2.0.0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/scikit-learn
+  size: 9069468
+  timestamp: 1712825700186
+- kind: conda
+  name: scikit-learn
+  version: 1.4.2
+  build: py311h696fe38_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.4.2-py311h696fe38_0.conda
+  sha256: ba0bac4a40f25c7d0694728320b974f07d18ecc83eb254229ed0caa9eaf49eac
+  md5: e18d93bd3b91c8745b8d0c63054b5f88
+  depends:
+  - joblib >=1.2.0
+  - libcxx >=16
+  - llvm-openmp >=16.0.6
+  - llvm-openmp >=18.1.3
+  - numpy >=1.23.5,<2.0a0
+  - python >=3.11,<3.12.0a0
+  - python >=3.11,<3.12.0a0 *_cpython
+  - python_abi 3.11.* *_cp311
+  - scipy
+  - threadpoolctl >=2.0.0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/scikit-learn
+  size: 9453326
+  timestamp: 1712825499145
+- kind: conda
+  name: scikit-learn
+  version: 1.4.2
+  build: py311hc009520_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.4.2-py311hc009520_0.conda
+  sha256: 9de3bf863e5acb32012bd0bbe1033f0df2cfec299ea7e589b6ab65c55316ffac
+  md5: 5ab3d4d008b052a16c66787e2ea000ba
+  depends:
+  - _openmp_mutex >=4.5
+  - joblib >=1.2.0
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - numpy >=1.23.5,<2.0a0
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  - scipy
+  - threadpoolctl >=2.0.0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/scikit-learn
+  size: 10416939
+  timestamp: 1712825062759
+- kind: conda
+  name: scikit-learn
+  version: 1.4.2
+  build: py311he2b4599_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.4.2-py311he2b4599_0.conda
+  sha256: f01747e017e7d8b44fd0c3da11617378768bffbe240efa2e2c5e046b3a89502f
+  md5: eae8d05494e0b8d1fcaa57be777cb5e3
+  depends:
+  - joblib >=1.2.0
+  - libcxx >=16
+  - llvm-openmp >=16.0.6
+  - llvm-openmp >=18.1.3
+  - numpy >=1.23.5,<2.0a0
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  - scipy
+  - threadpoolctl >=2.0.0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/scikit-learn
+  size: 9378987
+  timestamp: 1712825705694
 - kind: conda
   name: scikit-learn
   version: 1.4.2
@@ -6378,6 +7166,110 @@ packages:
   - pkg:pypi/scikit-learn
   size: 9194883
   timestamp: 1712825599759
+- kind: conda
+  name: scipy
+  version: 1.13.0
+  build: py311h0b4df5a_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/scipy-1.13.0-py311h0b4df5a_0.conda
+  sha256: 0094e9d9b49636182ee797f7db51272e6a9092c024ddf4226194404452cf7c20
+  md5: c6658cd2b5a4cb1cd7530ac182566ce5
+  depends:
+  - libblas >=3.9.0,<4.0a0
+  - libcblas >=3.9.0,<4.0a0
+  - liblapack >=3.9.0,<4.0a0
+  - numpy >=1.23.5,<1.28
+  - numpy >=1.23.5,<2.0a0
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/scipy
+  size: 15668033
+  timestamp: 1712257530957
+- kind: conda
+  name: scipy
+  version: 1.13.0
+  build: py311h4f9446f_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/scipy-1.13.0-py311h4f9446f_0.conda
+  sha256: 3b1c61d3ae96e7e6586af560ba4562e2dcbe3bc72a6e29ca175dc64ff150f786
+  md5: 8ee0bd3f02934adabade41ab82914ab9
+  depends:
+  - libblas >=3.9.0,<4.0a0
+  - libcblas >=3.9.0,<4.0a0
+  - libcxx >=16
+  - libgfortran 5.*
+  - libgfortran5 >=12.3.0
+  - libgfortran5 >=13.2.0
+  - liblapack >=3.9.0,<4.0a0
+  - numpy >=1.23.5,<1.28
+  - numpy >=1.23.5,<2.0a0
+  - python >=3.11,<3.12.0a0
+  - python >=3.11,<3.12.0a0 *_cpython
+  - python_abi 3.11.* *_cp311
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/scipy
+  size: 15523738
+  timestamp: 1712257730471
+- kind: conda
+  name: scipy
+  version: 1.13.0
+  build: py311h64a7726_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.13.0-py311h64a7726_0.conda
+  sha256: d61d31d6f54e5d22f45bfce9d37d847313eab0afd6ff45e4c31f56f9ca2f8955
+  md5: d443c70b4a05f50236c70b9c79beff64
+  depends:
+  - libblas >=3.9.0,<4.0a0
+  - libcblas >=3.9.0,<4.0a0
+  - libgcc-ng >=12
+  - libgfortran-ng
+  - libgfortran5 >=12.3.0
+  - liblapack >=3.9.0,<4.0a0
+  - libstdcxx-ng >=12
+  - numpy >=1.23.5,<1.28
+  - numpy >=1.23.5,<2.0a0
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/scipy
+  size: 17410362
+  timestamp: 1712256764147
+- kind: conda
+  name: scipy
+  version: 1.13.0
+  build: py311h86d0cd9_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/scipy-1.13.0-py311h86d0cd9_0.conda
+  sha256: 25b39409d6837185f780ad5f4d5733d70f4ab372973429d150ad52ab3148e603
+  md5: 280cc0c8d29e2a60bb583db598719b06
+  depends:
+  - libblas >=3.9.0,<4.0a0
+  - libcblas >=3.9.0,<4.0a0
+  - libcxx >=16
+  - libgfortran 5.*
+  - libgfortran5 >=12.3.0
+  - libgfortran5 >=13.2.0
+  - liblapack >=3.9.0,<4.0a0
+  - numpy >=1.23.5,<1.28
+  - numpy >=1.23.5,<2.0a0
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/scipy
+  size: 16580478
+  timestamp: 1712257627918
 - kind: conda
   name: scipy
   version: 1.13.0
@@ -6565,8 +7457,9 @@ packages:
   name: skltemplate
   version: 0.0.4.dev0
   path: .
-  sha256: 7ff26acce32fee07b60daa7175e240c62b1d8c64aff68498263aa4932bc57e8c
-  requires_python: '>=3.9'
+  sha256: a32d9681bc6d716fba6066b46c2f098f611b350764a19cd7fbf0bf18d5f69d48
+  requires_dist:
+  - scikit-learn>=1.0.2
   editable: true
 - kind: conda
   name: snowballstemmer
diff --git a/pixi.toml b/pixi.toml
index 6e2958d..6f8ef2b 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -16,6 +16,16 @@ scikit-learn = "*"
 [pypi-dependencies]
 skltemplate = { path=".", editable=true }
 
+[feature.lint.dependencies]
+# The version below should be aligned with the one of `.pre-commit-config.yaml`
+black = "23.3.0"
+ruff = "0.4.2"
+
+[feature.lint.tasks]
+black = { cmd = "black --check --diff skltemplate && black --check --diff examples" }
+ruff = { cmd = "ruff check --output-format=full skltemplate && ruff check --output-format=full examples" }
+lint = { depends_on = ["black", "ruff"]}
+
 [feature.test.dependencies]
 pytest = "*"
 pytest-cov = "*"
@@ -35,5 +45,6 @@ build-doc = { cmd = "make html", cwd = "doc" }
 clean-doc = { cmd = "rm -rf _build", cwd = "doc" }
 
 [environments]
+doc = ["doc"]
+lint = ["lint"]
 test = ["test"]
-doc = ["doc"]
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 863e8b9..4189ca9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,9 @@ authors = [
 ]
 description = "A template for scikit-learn compatible packages."
 readme = "README.md"
-requires-python = ">=3.9"
+dependencies = [
+  "scikit-learn>=1.0.2",
+]
 classifiers = [
     "Programming Language :: Python :: 3",
     "Programming Language :: Python :: 3.9",
@@ -24,3 +26,47 @@ classifiers = [
 [project.urls]
 Homepage = "https://github.com/scikit-learn-contrib/project-template"
 Issues = "https://github.com/scikit-learn-contrib/project-template/issues"
+
+[tool.black]
+line-length = 88
+target_version = ['py38', 'py39', 'py310']
+preview = true
+exclude = '''
+/(
+    \.eggs         # exclude a few common directories in the
+  | \.git          # root of the project
+  | \.vscode
+)/
+'''
+
+[tool.ruff]
+# max line length for black
+line-length = 88
+target-version = "py38"
+exclude=[
+    ".git",
+    "__pycache__",
+    "dist",
+    "doc/_build",
+    "doc/auto_examples",
+    "build",
+]
+
+[tool.ruff.lint]
+# all rules can be found here: https://beta.ruff.rs/docs/rules/
+select = ["E", "F", "W", "I"]
+ignore=[
+    # space before : (needed for how black formats slicing)
+    "E203",
+    # do not assign a lambda expression, use a def
+    "E731",
+    # do not use variables named 'l', 'O', or 'I'
+    "E741",
+]
+
+[tool.ruff.lint.per-file-ignores]
+# It's fine not to put the import at the top of the file in the examples
+# folder.
+"examples/*"=["E402"]
+"doc/conf.py"=["E402"]
+"doc/_templates/numpydoc_docstring.py"=["F821", "W292"]
\ No newline at end of file