diff --git a/README.md b/README.md
index 557f4231..52a3e55a 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 <a href="https://skpro.readthedocs.io/en/latest"><img src="https://github.com/sktime/skpro/blob/main/docs/source/images/skpro-banner.png" width="500" align="right" /></a>
 
-:rocket: **Version 2.1.2 out now!** [Read the release notes here.](https://skpro.readthedocs.io/en/latest/changelog.html).
+:rocket: **Version 2.1.3 out now!** [Read the release notes here.](https://skpro.readthedocs.io/en/latest/changelog.html).
 
 `skpro` is a library for supervised probabilistic prediction in python.
 It provides `scikit-learn`-like, `scikit-base` compatible interfaces to:
diff --git a/docs/source/_static/switcher.json b/docs/source/_static/switcher.json
index 6009f759..03a3e91d 100644
--- a/docs/source/_static/switcher.json
+++ b/docs/source/_static/switcher.json
@@ -5,7 +5,12 @@
     "url": "https://skpro.readthedocs.io/en/latest/"
   },
   {
-    "name": "2.1.2 (stable)",
+    "name": "2.1.3 (stable)",
+    "version": "stable",
+    "url": "https://skpro.readthedocs.io/en/v2.1.3/"
+  },
+  {
+    "name": "2.1.2",
     "version": "stable",
     "url": "https://skpro.readthedocs.io/en/v2.1.2/"
   },
diff --git a/docs/source/changelog.rst b/docs/source/changelog.rst
index a250f64c..fd12372c 100644
--- a/docs/source/changelog.rst
+++ b/docs/source/changelog.rst
@@ -14,6 +14,54 @@ You can also subscribe to ``skpro``'s
 
 For planned changes and upcoming releases, see our :ref:`roadmap`.
 
+
+[2.1.3] - 2023-01-22
+====================
+
+``sklearn`` compatibility update:
+
+* compatibility with ``sklearn 1.4.X``
+* addition of ``feature_names_in_`` and ``n_features_in_`` default attributes
+  to ``BaseProbaRegressor``, written to ``self`` in ``fit``
+
+Dependency changes
+~~~~~~~~~~~~~~~~~~
+
+* ``sklearn`` bounds have been updated to ``<1.4.0,>=0.24.0``.
+
+Core interface changes
+~~~~~~~~~~~~~~~~~~~~~~
+
+Probabilistic regression
+^^^^^^^^^^^^^^^^^^^^^^^^
+
+* probabilistic regressors will now always save attributes ``feature_names_in_``
+  and ``n_features_in_`` to ``self`` in ``fit``.
+  ``feature_names_in_`` is an 1D ``np.ndarray`` of feature names seen in ``fit``,
+  ``n_features_in_`` is an ``int``, and equal to ``len(feature_names_in_)``.
+* this ensures compatibility with ``sklearn``, where these attributes are expected.
+* the new attributes can also be queried via the existing ``get_fitted_params``
+  interface.
+
+Enhancements
+------------
+
+* [ENH] in ``BaseRegressorProba.fit``, use ``"feature_names"`` metadata field
+  to store feature names and write to ``self`` in ``fit`` (:pr:`180`) :user:`dependabot`
+
+Maintenance
+-----------
+
+* [MNT] [Dependabot](deps): Bump ``actions/dependency-review-action``
+  from 3 to 4 (:pr:`178`) :user:`dependabot`
+* [MNT] [Dependabot](deps-dev): Update polars requirement from ``<0.20.0``
+  to ``<0.21.0`` (:pr:`176`) :user:`dependabot`
+* [MNT] [Dependabot](deps-dev): Update ``sphinx-issues`` requirement
+  from ``<4.0.0`` to ``<5.0.0`` (:pr:`179`) :user:`dependabot`
+* [MNT] [Dependabot](deps-dev): Update ``scikit-learn`` requirement
+  from ``<1.4.0,>=0.24.0`` to ``>=0.24.0,<1.5.0`` (:pr:`177`) :user:`dependabot`
+
+
 [2.1.2] - 2023-01-07
 ====================
 
@@ -46,8 +94,8 @@ Probability distributions
 Probabilistic regression
 ~~~~~~~~~~~~~~~~~~~~~~~~
 
-* [ENH] ``sklearn`` wrappers to str-coerce columns of ``pd.DataFrame`` before passing by @fkiraly in https://github.com/sktime/skpro/pull/148
-* [ENH] clean up copy-paste leftovers in ``BaseProbaRegressor`` by @fkiraly in https://github.com/sktime/skpro/pull/156
+* [ENH] ``sklearn`` wrappers to str-coerce columns of ``pd.DataFrame`` before passing (:pr:`148`) :user:`fkiraly`
+* [ENH] clean up copy-paste leftovers in ``BaseProbaRegressor`` (:pr:`156`) :user:`fkiraly`
 * [ENH] adapter for ``sklearn`` probabilistic regressors (:pr:`163`) :user:`fkiraly`
 * [ENH] add tags to ``SklearnProbaReg`` (:pr:`168`) :user:`fkiraly`
 * [ENH] interfacing all concrete ``sklearn`` probabilistic regressors (:pr:`166`) :user:`fkiraly`
diff --git a/pyproject.toml b/pyproject.toml
index b80c8a0b..9c49395a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "skpro"
-version = "2.1.2"
+version = "2.1.3"
 description = "A unified framework for probability distributions and probabilistic supervised regression"
 authors = [
     {name = "skpro developers", email = "sktime.toolbox@gmail.com"},
diff --git a/skpro/__init__.py b/skpro/__init__.py
index f35e480f..716fa0eb 100644
--- a/skpro/__init__.py
+++ b/skpro/__init__.py
@@ -1,6 +1,6 @@
 """skpro."""
 
-__version__ = "2.1.2"
+__version__ = "2.1.3"
 
 __all__ = ["show_versions"]
 
diff --git a/skpro/datatypes/_table/_check.py b/skpro/datatypes/_table/_check.py
index 5c7ad310..569f6b3c 100644
--- a/skpro/datatypes/_table/_check.py
+++ b/skpro/datatypes/_table/_check.py
@@ -31,7 +31,7 @@
         "has_nans": bool, True iff the panel contains NaN values
         "n_instances": int, number of instances/rows in the table
         "n_features": int, number of variables in table
-        "feature_names": list of int or object, names of variables in tab;e
+        "feature_names": list of int or object, names of variables in table
 """
 
 __author__ = ["fkiraly"]