Add release notes 0.8.2

doc/examples/py_double_ml_gate_sensitivity.ipynb

@@ -301,7 +301,7 @@
     "\n",
     "All the previous steps of estimation are performed automatically by the `DoubleMLIRM` class if the score is set to `'ATTE'`.\n",
     "\n",
-    "**Remark**: This requires the `weights` argument to be binary and refer to the group indicator $1\\{X\\in G\\} = 1\\{X_0 \\ge 0.5\\}$ not the actual group of treated individuals $1\\{D = 1, X\\in G\\} = D\\cdot 1\\{X\\in G\\} $.\n",
+    "**Remark**: This requires the `weights` argument to be binary and refer to the group indicator $1\\{X\\in G\\} = 1\\{X_0 \\ge 0.5\\}$ not the actual group of treated individuals $1\\{D = 1, X\\in G\\} = D\\cdot 1\\{X\\in G\\}$.\n",
     "Further, the normalization by the group probabilities is then performed automatically by the `DoubleMLIRM` class.\n",
     "\n",
     "Consequently, we can just set `weights` to the group indicator $1\\{X\\in G\\}$ and fit the model."

doc/release/release.rst

@@ -7,6 +7,37 @@ Release notes
 
   .. tab-item:: Python
 
+    .. dropdown:: DoubleML 0.8.2
+      :class-title: sd-bg-primary sd-font-weight-bold
+      :open:
+
+      - **API Update**: Change nuisance evaluation for classifiers.
+        The corresponding properties are renamed ``nuisance_loss`` instead of ``rmses``.
+        `#254 <https://github.com/DoubleML/doubleml-for-py/pull/254>`_
+        `#184 <https://github.com/DoubleML/doubleml-docs/pull/184>`_
+
+      - Add new example on sensitivity analysis
+        `#190 <https://github.com/DoubleML/doubleml-docs/pull/190>`_
+
+      - Add a new example on DiD with DoubleML in R
+        `#178 <https://github.com/DoubleML/doubleml-docs/pull/178>`_
+
+      - Enable ``set_sample_splitting`` for cluster data
+        `#255 <https://github.com/DoubleML/doubleml-for-py/pull/255>`_
+
+      - Update the ``make_confounded_irm_data`` data generating process
+        `#263 <https://github.com/DoubleML/doubleml-for-py/pull/263>`_
+
+      - Maintainance package
+        `#264 <https://github.com/DoubleML/doubleml-for-py/pull/264>`_
+
+      - Maintenance documentation
+        `#177 <https://github.com/DoubleML/doubleml-docs/pull/177>`_
+        `#180 <https://github.com/DoubleML/doubleml-docs/pull/180>`_
+        `#181 <https://github.com/DoubleML/doubleml-docs/pull/181>`_
+        `#187 <https://github.com/DoubleML/doubleml-docs/pull/187>`_
+        `#189 <https://github.com/DoubleML/doubleml-docs/pull/189>`_
+
     .. dropdown:: DoubleML 0.8.1
       :class-title: sd-bg-primary sd-font-weight-bold
       :open: