Fix some docstring typos.

declearn/fairness/fairbatch/__init__.py

@@ -52,10 +52,10 @@ More details may be found in the documentation of `FairbatchDataset`
 Controllers
 -----------
 * [FairbatchControllerClient]
-[declearn.fairness.fairbatch.FairgradControllerClient]:
+[declearn.fairness.fairbatch.FairbatchControllerClient]:
     Client-side controller to implement Fed-FairBatch or FedFB.
 * [FairbatchControllerServer]
-[declearn.fairness.fairbatch.FairgradControllerServer]:
+[declearn.fairness.fairbatch.FairbatchControllerServer]:
     Server-side controller to implement Fed-FairBatch or FedFB.
 
 Backend

declearn/fairness/fairfed/__init__.py

@@ -67,7 +67,7 @@ Messages
 References
 ----------
 - [1]
-    Eszzeldin et al. (2021).
+    Ezzeldin et al. (2021).
     FairFed: Enabling Group Fairness in Federated Learning
     https://arxiv.org/abs/2110.00857
 """

declearn/fairness/fairfed/_server.py

@@ -74,7 +74,7 @@ class FairfedControllerServer(FairnessControllerServer):
     References
     ----------
     - [1]
-        Eszzeldin et al. (2021).
+        Ezzeldin et al. (2021).
         FairFed: Enabling Group Fairness in Federated Learning
         https://arxiv.org/abs/2110.00857
     """

declearn/optimizer/schedulers/__init__.py

@@ -61,9 +61,9 @@ Cyclic rate rules
 
 Warmup schedulers
 -----------------
-* [Warmup][declearn.optimizers.schedulers.Warmup]:
+* [Warmup][declearn.optimizer.schedulers.Warmup]:
     Scheduler (wrapper) setting up a linear warmup over steps.
-* [WarmupRounds][declearn.optimizers.schedulers.WarmupRounds]:
+* [WarmupRounds][declearn.optimizer.schedulers.WarmupRounds]:
     Scheduler (wrapper) setting up a linear warmup over rounds.
 """