diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 000000000..de3c5ef9f
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,39 @@
+default_language_version:
+    python: python3.8
+repos:
+-   repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v3.4.0
+    hooks:
+    -   id: check-yaml
+    -   id: check-json
+    -   id: check-added-large-files
+    -   id: end-of-file-fixer
+    -   id: trailing-whitespace
+    -   id: check-case-conflict
+    -   id: mixed-line-ending
+
+-   repo: https://github.com/psf/black
+    rev: 20.8b1
+    hooks:
+    -   id: black
+
+-   repo: https://github.com/timothycrosley/isort
+    rev: 5.7.0
+    hooks:
+    -   id: isort
+
+-   repo: https://gitlab.com/pycqa/flake8
+    rev: 3.8.4
+    hooks:
+    -   id: flake8
+        additional_dependencies: [flake8-bugbear]
+
+-   repo: https://github.com/nbQA-dev/nbQA
+    rev: 0.5.7
+    hooks:
+    -   id: nbqa-black
+        additional_dependencies: [black==20.8b1]
+    -   id: nbqa-isort
+        additional_dependencies: [isort==5.7.0]
+    -   id: nbqa-flake8
+        additional_dependencies: [flake8==3.8.4]
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 000000000..e34d5a815
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1748 @@
+[[package]]
+name = "appdirs"
+version = "1.4.4"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "appnope"
+version = "0.1.2"
+description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "attrs"
+version = "20.3.0"
+description = "Classes Without Boilerplate"
+category = "main"
+optional = true
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "furo", "sphinx", "pre-commit"]
+docs = ["furo", "sphinx", "zope.interface"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six"]
+
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cffi"
+version = "1.14.5"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "cfgv"
+version = "3.2.0"
+description = "Validate configuration and produce human readable error messages."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[[package]]
+name = "cloudpickle"
+version = "1.6.0"
+description = "Extended pickling support for Python objects"
+category = "main"
+optional = true
+python-versions = ">=3.5"
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "cycler"
+version = "0.10.0"
+description = "Composable style cycles"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "decorator"
+version = "4.4.2"
+description = "Decorators for Humans"
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*"
+
+[[package]]
+name = "distlib"
+version = "0.3.1"
+description = "Distribution utilities"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "eli5"
+version = "0.11.0"
+description = "Debug machine learning classifiers and explain their predictions"
+category = "main"
+optional = true
+python-versions = "*"
+
+[package.dependencies]
+attrs = ">16.0.0"
+graphviz = "*"
+jinja2 = "*"
+numpy = ">=1.9.0"
+scikit-learn = ">=0.20"
+scipy = "*"
+six = "*"
+tabulate = ">=0.7.7"
+
+[[package]]
+name = "filelock"
+version = "3.0.12"
+description = "A platform independent file lock."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "graphviz"
+version = "0.16"
+description = "Simple Python interface for Graphviz"
+category = "main"
+optional = true
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+
+[package.extras]
+dev = ["tox (>=3)", "flake8", "pep8-naming", "wheel", "twine"]
+docs = ["sphinx (>=1.8)", "sphinx-rtd-theme"]
+test = ["mock (>=3)", "pytest (>=4)", "pytest-mock (>=2)", "pytest-cov"]
+
+[[package]]
+name = "h5py"
+version = "3.1.0"
+description = "Read and write HDF5 files from Python"
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+numpy = [
+    {version = ">=1.17.5", markers = "python_version == \"3.8\""},
+    {version = ">=1.19.3", markers = "python_version >= \"3.9\""},
+]
+
+[[package]]
+name = "identify"
+version = "1.5.13"
+description = "File identification library for Python"
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+
+[package.extras]
+license = ["editdistance"]
+
+[[package]]
+name = "imageio"
+version = "2.9.0"
+description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
+category = "main"
+optional = true
+python-versions = ">=3.5"
+
+[package.dependencies]
+numpy = "*"
+pillow = "*"
+
+[package.extras]
+ffmpeg = ["imageio-ffmpeg"]
+fits = ["astropy"]
+full = ["astropy", "gdal", "imageio-ffmpeg", "itk"]
+gdal = ["gdal"]
+itk = ["itk"]
+
+[[package]]
+name = "ipykernel"
+version = "5.4.3"
+description = "IPython Kernel for Jupyter"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+ipython = ">=5.0.0"
+jupyter-client = "*"
+tornado = ">=4.2"
+traitlets = ">=4.1.0"
+
+[package.extras]
+test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose", "jedi (<=0.17.2)"]
+
+[[package]]
+name = "ipython"
+version = "7.20.0"
+description = "IPython: Productive Interactive Computing"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
+backcall = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+jedi = ">=0.16"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pickleshare = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = "*"
+traitlets = ">=4.2"
+
+[package.extras]
+all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.14)", "pygments", "qtconsole", "requests", "testpath"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["notebook", "ipywidgets"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.14)"]
+
+[[package]]
+name = "ipython-genutils"
+version = "0.2.0"
+description = "Vestigial utilities from IPython"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "jedi"
+version = "0.18.0"
+description = "An autocompletion tool for Python that can be used for text editors."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+parso = ">=0.8.0,<0.9.0"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<6.0.0)"]
+
+[[package]]
+name = "jinja2"
+version = "2.11.3"
+description = "A very fast and expressive template engine."
+category = "main"
+optional = true
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.dependencies]
+MarkupSafe = ">=0.23"
+
+[package.extras]
+i18n = ["Babel (>=0.8)"]
+
+[[package]]
+name = "joblib"
+version = "1.0.1"
+description = "Lightweight pipelining with Python functions"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "jupyter-client"
+version = "6.1.11"
+description = "Jupyter protocol implementation and client libraries"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+jupyter-core = ">=4.6.0"
+python-dateutil = ">=2.1"
+pyzmq = ">=13"
+tornado = ">=4.1"
+traitlets = "*"
+
+[package.extras]
+doc = ["sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+test = ["jedi (<=0.17.2)", "ipykernel", "ipython", "mock", "pytest", "pytest-asyncio", "async-generator", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-core"
+version = "4.7.1"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\""}
+traitlets = "*"
+
+[[package]]
+name = "kiwisolver"
+version = "1.3.1"
+description = "A fast implementation of the Cassowary constraint solver"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "llvmlite"
+version = "0.35.0rc3"
+description = "lightweight wrapper around basic LLVM functionality"
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[[package]]
+name = "markupsafe"
+version = "1.1.1"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
+optional = true
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
+
+[[package]]
+name = "matplotlib"
+version = "3.3.4"
+description = "Python plotting package"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cycler = ">=0.10"
+kiwisolver = ">=1.0.1"
+numpy = ">=1.15"
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+pyparsing = ">=2.0.3,<2.0.4 || >2.0.4,<2.1.2 || >2.1.2,<2.1.6 || >2.1.6"
+python-dateutil = ">=2.1"
+
+[[package]]
+name = "networkx"
+version = "2.5"
+description = "Python package for creating and manipulating graphs and networks"
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+decorator = ">=4.3.0"
+
+[package.extras]
+all = ["numpy", "scipy", "pandas", "matplotlib", "pygraphviz", "pydot", "pyyaml", "lxml", "pytest"]
+gdal = ["gdal"]
+lxml = ["lxml"]
+matplotlib = ["matplotlib"]
+numpy = ["numpy"]
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+pydot = ["pydot"]
+pygraphviz = ["pygraphviz"]
+pytest = ["pytest"]
+pyyaml = ["pyyaml"]
+scipy = ["scipy"]
+
+[[package]]
+name = "nodeenv"
+version = "1.5.0"
+description = "Node.js virtual environment builder"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "numba"
+version = "0.51.2"
+description = "compiling Python code using LLVM"
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+llvmlite = ">=0.34.0.dev0,<0.35"
+numpy = ">=1.15"
+
+[[package]]
+name = "numpy"
+version = "1.20.1"
+description = "NumPy is the fundamental package for array computing with Python."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "opencv-python"
+version = "4.5.1.48"
+description = "Wrapper package for OpenCV python bindings."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+numpy = ">=1.19.3"
+
+[[package]]
+name = "pandas"
+version = "1.2.2"
+description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
+optional = false
+python-versions = ">=3.7.1"
+
+[package.dependencies]
+numpy = ">=1.16.5"
+python-dateutil = ">=2.7.3"
+pytz = ">=2017.3"
+
+[package.extras]
+test = ["pytest (>=5.0.1)", "pytest-xdist", "hypothesis (>=3.58)"]
+
+[[package]]
+name = "parso"
+version = "0.8.1"
+description = "A Python Parser"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["docopt", "pytest (<6.0.0)"]
+
+[[package]]
+name = "patsy"
+version = "0.5.1"
+description = "A Python package for describing statistical models and for building design matrices."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+numpy = ">=1.4"
+six = "*"
+
+[[package]]
+name = "pdpbox"
+version = "0.2.0"
+description = "python partial dependence plot toolbox"
+category = "main"
+optional = true
+python-versions = "*"
+
+[package.dependencies]
+joblib = "*"
+matplotlib = ">=2.1.2"
+numpy = "*"
+pandas = "*"
+psutil = "*"
+scikit-learn = "*"
+scipy = "*"
+
+[[package]]
+name = "pexpect"
+version = "4.8.0"
+description = "Pexpect allows easy control of interactive console applications."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ptyprocess = ">=0.5"
+
+[[package]]
+name = "pickleshare"
+version = "0.7.5"
+description = "Tiny 'shelve'-like database with concurrency support"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pillow"
+version = "8.1.0"
+description = "Python Imaging Library (Fork)"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "pre-commit"
+version = "2.10.1"
+description = "A framework for managing and maintaining multi-language pre-commit hooks."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+cfgv = ">=2.0.0"
+identify = ">=1.0.0"
+nodeenv = ">=0.11.1"
+pyyaml = ">=5.1"
+toml = "*"
+virtualenv = ">=20.0.8"
+
+[[package]]
+name = "prompt-toolkit"
+version = "3.0.16"
+description = "Library for building powerful interactive command lines in Python"
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+wcwidth = "*"
+
+[[package]]
+name = "psutil"
+version = "5.8.0"
+description = "Cross-platform lib for process and system monitoring in Python."
+category = "main"
+optional = true
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"]
+
+[[package]]
+name = "ptyprocess"
+version = "0.7.0"
+description = "Run a subprocess in a pseudo terminal"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "py"
+version = "1.10.0"
+description = "library with cross-python path, ini-parsing, io, code, log facilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "pycparser"
+version = "2.20"
+description = "C parser in Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "pydotplus"
+version = "2.0.2"
+description = "Python interface to Graphviz's Dot language"
+category = "main"
+optional = true
+python-versions = "*"
+
+[package.dependencies]
+pyparsing = ">=2.0.1"
+
+[[package]]
+name = "pygments"
+version = "2.7.4"
+description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "pyparsing"
+version = "2.4.7"
+description = "Python parsing module"
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
+name = "python-dateutil"
+version = "2.8.1"
+description = "Extensions to the standard Python datetime module"
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+
+[package.dependencies]
+six = ">=1.5"
+
+[[package]]
+name = "pytz"
+version = "2021.1"
+description = "World timezone definitions, modern and historical"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pywavelets"
+version = "1.1.1"
+description = "PyWavelets, wavelet transform module"
+category = "main"
+optional = true
+python-versions = ">=3.5"
+
+[package.dependencies]
+numpy = ">=1.13.3"
+
+[[package]]
+name = "pywin32"
+version = "300"
+description = "Python for Window Extensions"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pyyaml"
+version = "5.4.1"
+description = "YAML parser and emitter for Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+
+[[package]]
+name = "pyzmq"
+version = "22.0.3"
+description = "Python bindings for 0MQ"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = {version = "*", markers = "implementation_name == \"pypy\""}
+py = {version = "*", markers = "implementation_name == \"pypy\""}
+
+[[package]]
+name = "scikit-image"
+version = "0.18.1"
+description = "Image processing in Python"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.dependencies]
+imageio = ">=2.3.0"
+matplotlib = ">=2.0.0,<3.0.0 || >3.0.0"
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+PyWavelets = ">=1.1.1"
+scipy = ">=1.0.1"
+tifffile = ">=2019.7.26"
+
+[package.extras]
+data = ["pooch (>=1.3.0)"]
+docs = ["sphinx (>=1.8,<=2.4.4)", "sphinx-gallery (>=0.7.0,!=0.8.0)", "numpydoc (>=1.0)", "sphinx-copybutton", "pytest-runner", "scikit-learn", "matplotlib (>=3.0.1)", "dask[array] (>=0.15.0,!=2.17.0)", "cloudpickle (>=0.2.1)", "pandas (>=0.23.0)", "seaborn (>=0.7.1)", "pooch (>=1.3.0)", "tifffile (>=2020.5.30)", "myst-parser", "ipywidgets", "plotly (>=4.10.0)"]
+optional = ["simpleitk", "astropy (>=3.1.2)", "qtpy", "pyamg", "dask[array] (>=1.0.0,!=2.17.0)", "cloudpickle (>=0.2.1)", "pooch (>=1.3.0)"]
+test = ["pytest (>=5.2.0)", "pytest-cov (>=2.7.0)", "pytest-localserver", "pytest-faulthandler", "flake8", "codecov", "pooch (>=1.3.0)"]
+
+[[package]]
+name = "scikit-learn"
+version = "0.24.1"
+description = "A set of python modules for machine learning and data mining"
+category = "main"
+optional = false
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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 000000000..0b63f7c0b
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,60 @@
+[tool.poetry]
+name = "ml-mipt"
+version = "1.0.0"
+description = "Machine learning course at MIPT"
+authors = ["Vladislav Goncharenko <vladislav.goncharenko@phystech.edu>, Radoslav Neychev <neychev@phystech.edu>"]
+license = "MIT License"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+scikit-learn = "^0.24.1"
+matplotlib = "^3.3.4"
+pandas = "^1.2.2"
+numpy = "^1.20.1"
+scipy = "^1.6.0"
+statsmodels = "^0.12.2"
+seaborn = "^0.11.1"
+Pillow = "^8.1.0"
+xgboost = "^1.3.3"
+opencv-python = "^4.5.1"
+torch = "^1.7.1"
+torchvision = "^0.8.2"
+torchsummary = "^1.5.1"
+h5py = {version = "^3.1.0", optional = true, comment = "parse cats and dogs dataset"}
+pydotplus = {version = "^2.0.2", optional = true, comment = "graph visualization"}
+tqdm = {version = "^4.56.2", optional = true, comment = "not recommended, but used in notebooks"}
+eli5 = {version = "^0.11.0", optional = true, comment = "week0_07 feature importance"}
+PDPbox = {version = "^0.2.0", optional = true, comment = "week0_07 feature importance"}
+shap = {version = "^0.38.1", optional = true, comment = "week0_07 feature importance"}
+scikit-image = {version = "^0.18.1", optional = true, comment = "week0_12 imread and resize"}
+
+[tool.poetry.dev-dependencies]
+pre-commit = "^2.10.1"
+ipykernel = "^5.4.3"
+
+[tool.black]
+line-length = 100
+target-version = ["py37"]
+skip-string-normalization = true
+
+[tool.isort]
+multi_line_output = 3
+include_trailing_comma = true
+force_grid_wrap = 0
+use_parentheses = true
+ensure_newline_before_comments = true
+line_length = 100
+lines_after_imports = 2
+
+[tool.nbqa.mutate]
+black = 1
+isort = 1
+
+[tool.nbqa.config]
+black = "pyproject.toml"
+isort = "pyproject.toml"
+flake8 = "setup.cfg"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/setup.cfg b/setup.cfg
new file mode 100644
index 000000000..83927659a
--- /dev/null
+++ b/setup.cfg
@@ -0,0 +1,5 @@
+[flake8]
+max-line-length = 100
+ignore = E203, E501, W503, B950
+max-complexity = 12
+select = B, C, E, F, W, B9