diff --git a/flama/__init__.py b/flama/__init__.py
index 3ef820b8..a00da51c 100644
--- a/flama/__init__.py
+++ b/flama/__init__.py
@@ -7,3 +7,4 @@
 from flama.modules import Module  # noqa
 from flama.pagination import *  # noqa
 from flama.routing import *  # noqa
+from flama.serialize import *  # noqa
diff --git a/flama/schemas/_libs/marshmallow/adapter.py b/flama/schemas/_libs/marshmallow/adapter.py
index b02d91e0..db64bec3 100644
--- a/flama/schemas/_libs/marshmallow/adapter.py
+++ b/flama/schemas/_libs/marshmallow/adapter.py
@@ -9,6 +9,9 @@
 from flama.schemas.adapter import Adapter
 from flama.schemas.exceptions import SchemaGenerationError, SchemaValidationError
 
+if typing.TYPE_CHECKING:
+    from apispec.ext.marshmallow import OpenAPIConverter
+
 __all__ = ["MarshmallowAdapter"]
 
 
@@ -92,14 +95,16 @@ def to_json_schema(
     ) -> typing.Dict[str, typing.Any]:
         json_schema: typing.Dict[str, typing.Any]
         try:
-            plugin = MarshmallowPlugin(schema_name_resolver=lambda x: resolve_schema_cls(x).__name__)
+            plugin = MarshmallowPlugin(
+                schema_name_resolver=lambda x: resolve_schema_cls(x).__name__  # type: ignore[no-any-return]
+            )
             APISpec("", "", "3.1.0", [plugin])
-            converter = plugin.converter
+            converter: "OpenAPIConverter" = plugin.converter  # type: ignore[assignment]
 
             if (inspect.isclass(schema) and issubclass(schema, marshmallow.fields.Field)) or isinstance(
                 schema, marshmallow.fields.Field
             ):
-                json_schema = converter.field2property(schema)
+                json_schema = converter.field2property(schema)  # type: ignore[arg-type]
             elif inspect.isclass(schema) and issubclass(schema, marshmallow.Schema):
                 json_schema = converter.schema2jsonschema(schema)
             elif isinstance(schema, marshmallow.Schema):
diff --git a/flama/serialize/__init__.py b/flama/serialize/__init__.py
new file mode 100644
index 00000000..cacb0efc
--- /dev/null
+++ b/flama/serialize/__init__.py
@@ -0,0 +1,21 @@
+import typing
+
+from flama.serialize.types import Format, Model
+
+__all__ = ["dump", "dumps", "load", "loads"]
+
+
+def dumps(lib: typing.Union[str, Format], model: typing.Any) -> bytes:
+    return Model(lib, model).to_bytes()
+
+
+def dump(lib: typing.Union[str, Format], model: typing.Any, fs: typing.BinaryIO) -> None:
+    fs.write(dumps(lib, model))
+
+
+def loads(data: bytes) -> Model:
+    return Model.from_bytes(data)
+
+
+def load(fs: typing.BinaryIO) -> Model:
+    return loads(fs.read())
diff --git a/flama/serialize/base.py b/flama/serialize/base.py
new file mode 100644
index 00000000..792fe1f5
--- /dev/null
+++ b/flama/serialize/base.py
@@ -0,0 +1,14 @@
+import abc
+import typing
+
+__all__ = ["Serializer"]
+
+
+class Serializer(metaclass=abc.ABCMeta):
+    @abc.abstractmethod
+    def dump(self, obj: typing.Any) -> bytes:
+        ...
+
+    @abc.abstractmethod
+    def load(self, model: bytes) -> typing.Any:
+        ...
diff --git a/flama/serialize/serializers/__init__.py b/flama/serialize/serializers/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/flama/serialize/serializers/sklearn.py b/flama/serialize/serializers/sklearn.py
new file mode 100644
index 00000000..0853f3d6
--- /dev/null
+++ b/flama/serialize/serializers/sklearn.py
@@ -0,0 +1,13 @@
+import codecs
+import pickle
+import typing
+
+from flama.serialize.base import Serializer
+
+
+class SKLearnSerializer(Serializer):
+    def dump(self, obj: typing.Any) -> bytes:
+        return codecs.encode(pickle.dumps(obj), "base64")
+
+    def load(self, model: bytes) -> typing.Any:
+        return pickle.loads(codecs.decode(model, "base64"))
diff --git a/flama/serialize/serializers/tensorflow.py b/flama/serialize/serializers/tensorflow.py
new file mode 100644
index 00000000..7c37f72d
--- /dev/null
+++ b/flama/serialize/serializers/tensorflow.py
@@ -0,0 +1,13 @@
+import codecs
+import pickle
+import typing
+
+from flama.serialize.base import Serializer
+
+
+class TensorflowSerializer(Serializer):
+    def dump(self, obj: typing.Any) -> bytes:
+        return codecs.encode(pickle.dumps(obj), "base64")
+
+    def load(self, model: bytes) -> typing.Any:
+        return pickle.loads(codecs.decode(model, "base64"))
diff --git a/flama/serialize/types.py b/flama/serialize/types.py
new file mode 100644
index 00000000..5b311cb2
--- /dev/null
+++ b/flama/serialize/types.py
@@ -0,0 +1,54 @@
+import codecs
+import dataclasses
+import enum
+import json
+import typing
+
+from flama.serialize.base import Serializer
+from flama.serialize.serializers.sklearn import SKLearnSerializer
+from flama.serialize.serializers.tensorflow import TensorflowSerializer
+
+
+class Format(enum.Enum):
+    sklearn = "sklearn"
+    tensorflow = "tensorflow"
+
+
+SERIALIZERS = {
+    Format.sklearn: SKLearnSerializer(),
+    Format.tensorflow: TensorflowSerializer(),
+}
+
+
+@dataclasses.dataclass(frozen=True)
+class Model:
+    lib: typing.Union[str, Format]
+    model: typing.Any
+
+    @classmethod
+    def serializer(cls, lib: typing.Union[str, Format]) -> Serializer:
+        try:
+            return SERIALIZERS[Format(lib)]
+        except ValueError:
+            raise ValueError("Wrong lib")
+
+    @classmethod
+    def from_bytes(cls, data: bytes) -> "Model":
+        try:
+            serialized_data = json.loads(codecs.decode(data, "zlib"))
+            lib = serialized_data["lib"]
+            model = cls.serializer(lib).load(serialized_data["model"].encode())
+        except KeyError:
+            raise ValueError("Wrong data")
+
+        return cls(lib, model)
+
+    def to_dict(self) -> typing.Dict[str, typing.Any]:
+        pickled_model = self.serializer(self.lib).dump(self.model).decode()
+        return {"lib": self.lib, "model": pickled_model}
+
+    def to_json(self) -> str:
+        return json.dumps(self.to_dict())
+
+    def to_bytes(self) -> bytes:
+        return codecs.encode(self.to_json().encode(), "zlib")
diff --git a/poetry.lock b/poetry.lock
index c82f7a15..a6f44a5e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,14 @@
+[[package]]
+name = "absl-py"
+version = "1.0.0"
+description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "aiosqlite"
 version = "0.17.0"
@@ -11,7 +22,7 @@ typing_extensions = ">=3.7.2"
 
 [[package]]
 name = "anyio"
-version = "3.5.0"
+version = "3.6.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 category = "main"
 optional = false
@@ -24,21 +35,21 @@ typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
 doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
-test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
 trio = ["trio (>=0.16)"]
 
 [[package]]
 name = "apispec"
-version = "5.1.1"
+version = "5.2.2"
 description = "A pluggable API specification generator. Currently supports the OpenAPI Specification (f.k.a. the Swagger specification)."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
-dev = ["PyYAML (>=3.10)", "prance[osv] (>=0.11)", "marshmallow (>=3.13.0)", "pytest", "mock", "flake8 (==3.9.2)", "flake8-bugbear (==21.9.1)", "pre-commit (>=2.4,<3.0)", "tox"]
-docs = ["marshmallow (>=3.13.0)", "pyyaml (==5.4.1)", "sphinx (==4.2.0)", "sphinx-issues (==1.2.0)", "sphinx-rtd-theme (==1.0.0)"]
-lint = ["flake8 (==3.9.2)", "flake8-bugbear (==21.9.1)", "pre-commit (>=2.4,<3.0)"]
+dev = ["PyYAML (>=3.10)", "prance[osv] (>=0.11)", "marshmallow (>=3.13.0)", "pytest", "mock", "flake8 (==4.0.1)", "flake8-bugbear (==22.4.25)", "pre-commit (>=2.4,<3.0)", "mypy (==0.950)", "types-pyyaml", "tox"]
+docs = ["marshmallow (>=3.13.0)", "pyyaml (==6.0)", "sphinx (==4.5.0)", "sphinx-issues (==3.0.1)", "sphinx-rtd-theme (==1.0.0)"]
+lint = ["flake8 (==4.0.1)", "flake8-bugbear (==22.4.25)", "pre-commit (>=2.4,<3.0)", "mypy (==0.950)", "types-pyyaml"]
 marshmallow = ["marshmallow (>=3.13.0)"]
 tests = ["PyYAML (>=3.10)", "prance[osv] (>=0.11)", "marshmallow (>=3.13.0)", "pytest", "mock"]
 validation = ["prance[osv] (>=0.11)"]
@@ -46,7 +57,7 @@ yaml = ["PyYAML (>=3.10)"]
 
 [[package]]
 name = "appnope"
-version = "0.1.2"
+version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
 category = "dev"
 optional = false
@@ -54,7 +65,7 @@ python-versions = "*"
 
 [[package]]
 name = "asgiref"
-version = "3.5.0"
+version = "3.5.2"
 description = "ASGI specs, helper code, and adapters"
 category = "dev"
 optional = false
@@ -66,6 +77,17 @@ typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 [package.extras]
 tests = ["pytest", "pytest-asyncio", "mypy (>=0.800)"]
 
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
+
 [[package]]
 name = "atomicwrites"
 version = "1.4.0"
@@ -98,31 +120,43 @@ python-versions = "*"
 
 [[package]]
 name = "black"
-version = "21.12b0"
+version = "22.3.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.6.2"
 
 [package.dependencies]
-click = ">=7.1.2"
+click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
-pathspec = ">=0.9.0,<1"
+pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = ">=0.2.6,<2.0.0"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\" and implementation_name == \"cpython\""}
-typing-extensions = [
-    {version = ">=3.10.0.0", markers = "python_version < \"3.10\""},
-    {version = "!=3.10.0.1", markers = "python_version >= \"3.10\""},
-]
+typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
 d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
-python2 = ["typed-ast (>=1.4.3)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "cached-property"
+version = "1.5.2"
+description = "A decorator for caching properties in classes."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cachetools"
+version = "5.1.0"
+description = "Extensible memoizing collections and decorators"
+category = "dev"
+optional = false
+python-versions = "~=3.7"
+
 [[package]]
 name = "certifi"
 version = "2021.10.8"
@@ -142,9 +176,17 @@ python-versions = "*"
 [package.dependencies]
 pycparser = "*"
 
+[[package]]
+name = "cfgv"
+version = "3.3.1"
+description = "Validate configuration and produce human readable error messages."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
 [[package]]
 name = "charset-normalizer"
-version = "2.0.10"
+version = "2.0.12"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "dev"
 optional = false
@@ -155,11 +197,11 @@ unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
-version = "8.0.3"
+version = "8.1.3"
 description = "Composable command line interface toolkit"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -197,7 +239,7 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 
 [[package]]
 name = "coverage"
-version = "6.3.2"
+version = "6.3.3"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
@@ -217,6 +259,14 @@ category = "dev"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "distlib"
+version = "0.3.4"
+description = "Distribution utilities"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "execnet"
 version = "1.9.0"
@@ -240,6 +290,18 @@ python-versions = ">=3.6"
 python-dateutil = ">=2.4"
 text-unidecode = "1.3"
 
+[[package]]
+name = "filelock"
+version = "3.7.0"
+description = "A platform independent file lock."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
+testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"]
+
 [[package]]
 name = "flake8"
 version = "3.9.2"
@@ -254,6 +316,22 @@ mccabe = ">=0.6.0,<0.7.0"
 pycodestyle = ">=2.7.0,<2.8.0"
 pyflakes = ">=2.3.0,<2.4.0"
 
+[[package]]
+name = "flatbuffers"
+version = "1.12"
+description = "The FlatBuffers serialization format for Python"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "gast"
+version = "0.4.0"
+description = "Python AST that abstracts the underlying Python version"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
 [[package]]
 name = "gevent"
 version = "21.12.0"
@@ -277,7 +355,7 @@ test = ["requests", "objgraph", "cffi (>=1.12.2)", "dnspython (>=1.16.0,<2.0)",
 
 [[package]]
 name = "ghp-import"
-version = "2.0.2"
+version = "2.1.0"
 description = "Copy your docs directly to the gh-pages branch."
 category = "dev"
 optional = false
@@ -289,6 +367,51 @@ python-dateutil = ">=2.8.1"
 [package.extras]
 dev = ["twine", "markdown", "flake8", "wheel"]
 
+[[package]]
+name = "google-auth"
+version = "2.6.6"
+description = "Google Authentication Library"
+category = "dev"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+
+[package.dependencies]
+cachetools = ">=2.0.0,<6.0"
+pyasn1-modules = ">=0.2.1"
+rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
+six = ">=1.9.0"
+
+[package.extras]
+aiohttp = ["requests (>=2.20.0,<3.0.0dev)", "aiohttp (>=3.6.2,<4.0.0dev)"]
+pyopenssl = ["pyopenssl (>=20.0.0)"]
+reauth = ["pyu2f (>=0.1.5)"]
+
+[[package]]
+name = "google-auth-oauthlib"
+version = "0.4.6"
+description = "Google Authentication Library"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+google-auth = ">=1.0.0"
+requests-oauthlib = ">=0.7.0"
+
+[package.extras]
+tool = ["click (>=6.0.0)"]
+
+[[package]]
+name = "google-pasta"
+version = "0.2.0"
+description = "pasta is an AST-based Python refactoring library"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "greenlet"
 version = "1.1.2"
@@ -300,6 +423,20 @@ python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 [package.extras]
 docs = ["sphinx"]
 
+[[package]]
+name = "grpcio"
+version = "1.46.1"
+description = "HTTP/2-based RPC framework"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+six = ">=1.5.2"
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.46.1)"]
+
 [[package]]
 name = "h11"
 version = "0.13.0"
@@ -311,6 +448,29 @@ python-versions = ">=3.6"
 [package.dependencies]
 typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
+[[package]]
+name = "h5py"
+version = "3.6.0"
+description = "Read and write HDF5 files from Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+cached-property = {version = "*", markers = "python_version < \"3.8\""}
+numpy = ">=1.14.5"
+
+[[package]]
+name = "identify"
+version = "2.5.0"
+description = "File identification library for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+license = ["ukkonen"]
+
 [[package]]
 name = "idna"
 version = "3.3"
@@ -321,7 +481,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.10.1"
+version = "4.11.3"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
@@ -332,9 +492,9 @@ typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
 
 [[package]]
 name = "iniconfig"
@@ -359,7 +519,7 @@ toml = {version = ">=0.10.2", markers = "python_version > \"3.6\""}
 
 [[package]]
 name = "ipython"
-version = "7.31.1"
+version = "7.33.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
@@ -420,11 +580,11 @@ testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.0.3"
+version = "3.1.2"
 description = "A very fast and expressive template engine."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -432,9 +592,50 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "joblib"
+version = "1.1.0"
+description = "Lightweight pipelining with Python functions"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "keras"
+version = "2.9.0"
+description = "Deep learning for humans."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "keras-preprocessing"
+version = "1.1.2"
+description = "Easy data preprocessing and data augmentation for deep learning models"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+numpy = ">=1.9.1"
+six = ">=1.9.0"
+
+[package.extras]
+image = ["scipy (>=0.14)", "Pillow (>=5.2.0)"]
+pep8 = ["flake8"]
+tests = ["pandas", "pillow", "tensorflow", "keras", "pytest", "pytest-xdist", "pytest-cov"]
+
+[[package]]
+name = "libclang"
+version = "14.0.1"
+description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier."
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "markdown"
-version = "3.3.6"
+version = "3.3.7"
 description = "Python implementation of Markdown."
 category = "dev"
 optional = false
@@ -448,24 +649,27 @@ testing = ["coverage", "pyyaml"]
 
 [[package]]
 name = "markupsafe"
-version = "2.0.1"
+version = "2.1.1"
 description = "Safely add untrusted strings to HTML/XML markup."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "marshmallow"
-version = "3.14.1"
+version = "3.15.0"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+
+[package.dependencies]
+packaging = "*"
 
 [package.extras]
-dev = ["pytest", "pytz", "simplejson", "mypy (==0.910)", "flake8 (==4.0.1)", "flake8-bugbear (==21.9.2)", "pre-commit (>=2.4,<3.0)", "tox"]
-docs = ["sphinx (==4.3.0)", "sphinx-issues (==1.2.0)", "alabaster (==0.7.12)", "sphinx-version-warning (==1.1.2)", "autodocsumm (==0.2.7)"]
-lint = ["mypy (==0.910)", "flake8 (==4.0.1)", "flake8-bugbear (==21.9.2)", "pre-commit (>=2.4,<3.0)"]
+dev = ["pytest", "pytz", "simplejson", "mypy (==0.940)", "flake8 (==4.0.1)", "flake8-bugbear (==22.1.11)", "pre-commit (>=2.4,<3.0)", "tox"]
+docs = ["sphinx (==4.4.0)", "sphinx-issues (==3.0.1)", "alabaster (==0.7.12)", "sphinx-version-warning (==1.1.2)", "autodocsumm (==0.2.7)"]
+lint = ["mypy (==0.940)", "flake8 (==4.0.1)", "flake8-bugbear (==22.1.11)", "pre-commit (>=2.4,<3.0)"]
 tests = ["pytest", "pytz", "simplejson"]
 
 [[package]]
@@ -497,7 +701,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "mkdocs"
-version = "1.2.3"
+version = "1.3.0"
 description = "Project documentation with Markdown."
 category = "dev"
 optional = false
@@ -506,8 +710,8 @@ python-versions = ">=3.6"
 [package.dependencies]
 click = ">=3.3"
 ghp-import = ">=1.0"
-importlib-metadata = ">=3.10"
-Jinja2 = ">=2.10.1"
+importlib-metadata = ">=4.3"
+Jinja2 = ">=2.10.2"
 Markdown = ">=3.2.1"
 mergedeep = ">=1.3.4"
 packaging = ">=20.5"
@@ -559,11 +763,55 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "nodeenv"
+version = "1.6.0"
+description = "Node.js virtual environment builder"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "numpy"
+version = "1.21.6"
+description = "NumPy is the fundamental package for array computing with Python."
+category = "dev"
+optional = false
+python-versions = ">=3.7,<3.11"
+
+[[package]]
+name = "oauthlib"
+version = "3.2.0"
+description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+rsa = ["cryptography (>=3.0.0)"]
+signals = ["blinker (>=1.4.0)"]
+signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
+
+[[package]]
+name = "opt-einsum"
+version = "3.3.0"
+description = "Optimizing numpys einsum function"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+numpy = ">=1.7"
+
+[package.extras]
+docs = ["sphinx (==1.2.3)", "sphinxcontrib-napoleon", "sphinx-rtd-theme", "numpydoc"]
+tests = ["pytest", "pytest-cov", "pytest-pep8"]
+
 [[package]]
 name = "packaging"
 version = "21.3"
 description = "Core utilities for Python packages"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -611,15 +859,15 @@ python-versions = "*"
 
 [[package]]
 name = "platformdirs"
-version = "2.4.1"
+version = "2.5.2"
 description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
-test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
+test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
 
 [[package]]
 name = "pluggy"
@@ -636,9 +884,26 @@ importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
+[[package]]
+name = "pre-commit"
+version = "2.19.0"
+description = "A framework for managing and maintaining multi-language pre-commit hooks."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+cfgv = ">=2.0.0"
+identify = ">=1.0.0"
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+nodeenv = ">=0.11.1"
+pyyaml = ">=5.1"
+toml = "*"
+virtualenv = ">=20.0.8"
+
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.24"
+version = "3.0.29"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -647,6 +912,14 @@ python-versions = ">=3.6.2"
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "protobuf"
+version = "3.20.1"
+description = "Protocol Buffers"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "psutil"
 version = "5.9.0"
@@ -674,6 +947,25 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "pyasn1"
+version = "0.4.8"
+description = "ASN.1 types and codecs"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pyasn1-modules"
+version = "0.2.8"
+description = "A collection of ASN.1-based protocols modules."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pyasn1 = ">=0.4.6,<0.5.0"
+
 [[package]]
 name = "pycodestyle"
 version = "2.7.0"
@@ -700,33 +992,33 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pygments"
-version = "2.11.2"
+version = "2.12.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "pymdown-extensions"
-version = "9.1"
+version = "9.4"
 description = "Extension pack for Python Markdown."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-Markdown = ">=3.2"
+markdown = ">=3.2"
 
 [[package]]
 name = "pyparsing"
-version = "3.0.7"
-description = "Python parsing module"
-category = "dev"
+version = "3.0.9"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["jinja2", "railroad-diagrams"]
+diagrams = ["railroad-diagrams", "jinja2"]
 
 [[package]]
 name = "pytest"
@@ -883,6 +1175,94 @@ urllib3 = ">=1.21.1,<1.27"
 socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
 use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
+[[package]]
+name = "requests-oauthlib"
+version = "1.3.1"
+description = "OAuthlib authentication support for Requests."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+oauthlib = ">=3.0.0"
+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
+[[package]]
+name = "rsa"
+version = "4.8"
+description = "Pure-Python RSA implementation"
+category = "dev"
+optional = false
+python-versions = ">=3.6,<4"
+
+[package.dependencies]
+pyasn1 = ">=0.1.3"
+
+[[package]]
+name = "scikit-learn"
+version = "1.0.2"
+description = "A set of python modules for machine learning and data mining"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+joblib = ">=0.11"
+numpy = ">=1.14.6"
+scipy = ">=1.1.0"
+threadpoolctl = ">=2.0.0"
+
+[package.extras]
+benchmark = ["matplotlib (>=2.2.3)", "pandas (>=0.25.0)", "memory-profiler (>=0.57.0)"]
+docs = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.0.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
+examples = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)"]
+tests = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=21.6b0)", "mypy (>=0.770)", "pyamg (>=4.0.0)"]
+
+[[package]]
+name = "scikit-learn"
+version = "1.1.0"
+description = "A set of python modules for machine learning and data mining"
+category = "dev"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+joblib = ">=1.0.0"
+numpy = ">=1.17.3"
+scipy = ">=1.3.2"
+threadpoolctl = ">=2.0.0"
+
+[package.extras]
+benchmark = ["matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "memory-profiler (>=0.57.0)"]
+docs = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.2.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
+examples = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)"]
+tests = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=22.3.0)", "mypy (>=0.770)", "pyamg (>=4.0.0)", "numpydoc (>=1.2.0)"]
+
+[[package]]
+name = "scipy"
+version = "1.6.1"
+description = "SciPy: Scientific Library for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.16.5"
+
+[[package]]
+name = "scipy"
+version = "1.7.3"
+description = "SciPy: Scientific Library for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7,<3.11"
+
+[package.dependencies]
+numpy = ">=1.16.5,<1.23.0"
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -901,7 +1281,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "sqlalchemy"
-version = "1.4.34"
+version = "1.4.36"
 description = "Database Abstraction Library"
 category = "main"
 optional = false
@@ -934,19 +1314,118 @@ sqlcipher = ["sqlcipher3-binary"]
 
 [[package]]
 name = "starlette"
-version = "0.18.0"
+version = "0.20.0"
 description = "The little ASGI library that shines."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-anyio = ">=3.0.0,<4"
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
+anyio = ">=3.4.0,<5"
+typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 full = ["itsdangerous", "jinja2", "python-multipart", "pyyaml", "requests"]
 
+[[package]]
+name = "tensorboard"
+version = "2.9.0"
+description = "TensorBoard lets you watch Tensors Flow"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+absl-py = ">=0.4"
+google-auth = ">=1.6.3,<3"
+google-auth-oauthlib = ">=0.4.1,<0.5"
+grpcio = ">=1.24.3"
+markdown = ">=2.6.8"
+numpy = ">=1.12.0"
+protobuf = ">=3.9.2"
+requests = ">=2.21.0,<3"
+tensorboard-data-server = ">=0.6.0,<0.7.0"
+tensorboard-plugin-wit = ">=1.6.0"
+werkzeug = ">=1.0.1"
+
+[[package]]
+name = "tensorboard-data-server"
+version = "0.6.1"
+description = "Fast data loading for TensorBoard"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "tensorboard-plugin-wit"
+version = "1.8.1"
+description = "What-If Tool TensorBoard plugin."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "tensorflow-cpu"
+version = "2.9.0"
+description = "TensorFlow is an open source machine learning framework for everyone."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+absl-py = ">=1.0.0"
+astunparse = ">=1.6.0"
+flatbuffers = ">=1.12,<2"
+gast = ">=0.2.1,<=0.4.0"
+google-pasta = ">=0.1.1"
+grpcio = ">=1.24.3,<2.0"
+h5py = ">=2.9.0"
+keras = ">=2.9.0rc0,<2.10.0"
+keras-preprocessing = ">=1.1.1"
+libclang = ">=13.0.0"
+numpy = ">=1.20"
+opt-einsum = ">=2.3.2"
+packaging = "*"
+protobuf = ">=3.9.2"
+six = ">=1.12.0"
+tensorboard = ">=2.9,<2.10"
+tensorflow-estimator = ">=2.9.0rc0,<2.10.0"
+tensorflow-io-gcs-filesystem = ">=0.23.1"
+termcolor = ">=1.1.0"
+typing-extensions = ">=3.6.6"
+wrapt = ">=1.11.0"
+
+[[package]]
+name = "tensorflow-estimator"
+version = "2.9.0"
+description = "TensorFlow Estimator."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "tensorflow-io-gcs-filesystem"
+version = "0.26.0"
+description = "TensorFlow IO"
+category = "dev"
+optional = false
+python-versions = ">=3.7, <3.11"
+
+[package.extras]
+tensorflow = ["tensorflow (>=2.9.0,<2.10.0)"]
+tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.9.0,<2.10.0)"]
+tensorflow-cpu = ["tensorflow-cpu (>=2.9.0,<2.10.0)"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.9.0,<2.10.0)"]
+tensorflow-rocm = ["tensorflow-rocm (>=2.9.0,<2.10.0)"]
+
+[[package]]
+name = "termcolor"
+version = "1.1.0"
+description = "ANSII Color formatting for output in terminal."
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "text-unidecode"
 version = "1.3"
@@ -955,6 +1434,14 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "threadpoolctl"
+version = "3.1.0"
+description = "threadpoolctl"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -965,26 +1452,26 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tomli"
-version = "1.2.3"
+version = "2.0.1"
 description = "A lil' TOML parser"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "traitlets"
-version = "5.1.1"
-description = "Traitlets Python configuration system"
+version = "5.2.1.post0"
+description = ""
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-test = ["pytest"]
+test = ["pre-commit", "pytest"]
 
 [[package]]
 name = "typed-ast"
-version = "1.5.2"
+version = "1.5.3"
 description = "a fork of Python 2 and 3 ast modules with type comment support"
 category = "dev"
 optional = false
@@ -1004,28 +1491,28 @@ pyyaml = ["pyyaml"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.0.1"
-description = "Backported and Experimental Type Hints for Python 3.6+"
+version = "4.2.0"
+description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "urllib3"
-version = "1.26.8"
+version = "1.26.9"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
 
 [package.extras]
-brotli = ["brotlipy (>=0.6.0)"]
+brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
 secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.17.0.post1"
+version = "0.17.6"
 description = "The lightning-fast ASGI server."
 category = "dev"
 optional = false
@@ -1038,11 +1525,30 @@ h11 = ">=0.8"
 typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
-standard = ["websockets (>=10.0)", "httptools (>=0.2.0,<0.4.0)", "watchgod (>=0.6)", "python-dotenv (>=0.13)", "PyYAML (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "colorama (>=0.4)"]
+standard = ["websockets (>=10.0)", "httptools (>=0.4.0)", "watchgod (>=0.6)", "python-dotenv (>=0.13)", "PyYAML (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "colorama (>=0.4)"]
+
+[[package]]
+name = "virtualenv"
+version = "20.14.1"
+description = "Virtual Python Environment builder"
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
+[package.dependencies]
+distlib = ">=0.3.1,<1"
+filelock = ">=3.2,<4"
+importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
+platformdirs = ">=2,<3"
+six = ">=1.9.0,<2"
+
+[package.extras]
+docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=21.3)"]
+testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)"]
 
 [[package]]
 name = "watchdog"
-version = "2.1.6"
+version = "2.1.8"
 description = "Filesystem events monitoring"
 category = "dev"
 optional = false
@@ -1059,17 +1565,36 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "werkzeug"
+version = "2.1.2"
+description = "The comprehensive WSGI web application library."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+watchdog = ["watchdog"]
+
+[[package]]
+name = "wrapt"
+version = "1.14.1"
+description = "Module for decorators, wrappers and monkey patching."
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
 [[package]]
 name = "zipp"
-version = "3.7.0"
+version = "3.8.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
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+]
 zipp = [
-    {file = "zipp-3.7.0-py3-none-any.whl", hash = "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"},
-    {file = "zipp-3.7.0.tar.gz", hash = "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d"},
+    {file = "zipp-3.8.0-py3-none-any.whl", hash = "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"},
+    {file = "zipp-3.8.0.tar.gz", hash = "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad"},
 ]
 "zope.event" = [
     {file = "zope.event-4.5.0-py2.py3-none-any.whl", hash = "sha256:2666401939cdaa5f4e0c08cf7f20c9b21423b95e88f4675b1443973bdb080c42"},
diff --git a/pyproject.toml b/pyproject.toml
index 6c51c406..0fa38ddf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,5 @@
 [build-system]
-requires = ["poetry_core>=1.0.0"]
+requires = ["poetry_core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry]
@@ -44,7 +44,7 @@ python-multipart = "^0.0.5"
 flake8 = "^3.7"
 mkdocs = "^1.0"
 mkdocs-material = "^4.0"
-black = { version = "^21.11b1", allow-prereleases = true }
+black = "^22.3"
 uvicorn = ">=0.10.0,<1.0.0"
 aiosqlite = ">=0.11.0,<1.0.0"
 requests = "^2.22.0"
@@ -56,6 +56,12 @@ typesystem = "^0.4.1"
 SQLAlchemy = { version = "^1.4", extras = ["asyncio"] }
 gevent = "^21.12.0"
 mypy = "^0.942"
+scikit-learn = [
+    {version = "^1.0.0", python = "<3.8"},
+    {version = "^1.1", python = ">=3.8"}
+]
+tensorflow-cpu = {version = "^2.9", python = ">=3.7,<3.11"}
+pre-commit = "^2.19.0"
 
 [tool.poetry.extras]
 typesystem = ["typesystem"]
@@ -102,6 +108,7 @@ exclude = [
     "docs.*",
     "build.*",
     "dist.*",
+    "test*",
 ]
 
 [tool.pytest.ini_options]
diff --git a/tests/test_background.py b/tests/test_background.py
index 42399c2e..b640499a 100644
--- a/tests/test_background.py
+++ b/tests/test_background.py
@@ -29,7 +29,7 @@ def _task(path: str, msg: str):
 
         else:
 
-            async def _task(path: str, msg: str):
+            async def _task(path: str, msg: str):  # type: ignore[misc]
                 async with await anyio.open_file(path, "w") as f:
                     await f.write(msg)
 
@@ -49,7 +49,7 @@ async def test(path: str, msg: str):
         assert response.status_code == 200
         assert response.json() == {"foo": "bar"}
 
-        time.sleep(0.2)
+        time.sleep(1)
         with open(tmp_file.name) as f:
             assert f.read() == "foo"
 
@@ -62,7 +62,7 @@ async def test(path: str, msg: str):
         assert response.status_code == 200
         assert response.json() == {"foo": "bar"}
 
-        time.sleep(0.2)
+        time.sleep(1)
         with open(tmp_file.name) as f:
             assert f.read() == "foo"
 
@@ -92,7 +92,7 @@ async def test(path_1: str, msg_1: str, path_2: str, msg_2: str):
         assert response.status_code == 200
         assert response.json() == {"foo": "bar"}
 
-        time.sleep(0.2)
+        time.sleep(1)
         with open(tmp_file.name) as f:
             assert f.read() == "foo"
 
diff --git a/tests/test_serialize.py b/tests/test_serialize.py
new file mode 100644
index 00000000..ad4cd1c5
--- /dev/null
+++ b/tests/test_serialize.py
@@ -0,0 +1,48 @@
+import pytest
+import tensorflow as tf
+from pytest import param
+from sklearn.linear_model import LogisticRegression
+
+import flama
+
+
+def tensorflow_model():
+    tf_model = tf.keras.models.Sequential(
+        [
+            tf.keras.layers.Flatten(input_shape=(28, 28)),
+            tf.keras.layers.Dense(128, activation="relu"),
+            tf.keras.layers.Dropout(0.2),
+            tf.keras.layers.Dense(10, activation="softmax"),
+        ]
+    )
+
+    tf_model.compile(optimizer="adam", loss="sparse_categorical_crossentropy", metrics=["accuracy"])
+
+    return tf_model
+
+
+def sklearn_model():
+    return LogisticRegression()
+
+
+class TestCaseSerialize:
+    @pytest.fixture(scope="function")
+    def model(self, request):
+        if request.param == "tensorflow":
+            return tensorflow_model()
+
+        if request.param == "sklearn":
+            return sklearn_model()
+
+        raise ValueError("Unknown model")
+
+    @pytest.mark.parametrize(
+        ("lib", "model"), (param("tensorflow", "tensorflow"), param("sklearn", "sklearn")), indirect=["model"]
+    )
+    def test_serialize(self, lib, model):
+        model_binary = flama.dumps(lib, model)
+
+        load_model = flama.loads(model_binary)
+
+        assert load_model.lib == lib
+        assert isinstance(load_model.model, model.__class__)