diff --git a/learned_optimization/tasks/fixed/resnet.py b/learned_optimization/tasks/fixed/resnet.py
index afbf2b7..0004d85 100644
--- a/learned_optimization/tasks/fixed/resnet.py
+++ b/learned_optimization/tasks/fixed/resnet.py
@@ -28,7 +28,7 @@
 
 
 class _ResnetTask(base.Task):
-  """Tranformer from a dictionary configuration."""
+  """Transformer from a dictionary configuration."""
 
   def __init__(self, cfg: Mapping[str, Any], name: str = '__Resnet'):
     dataset_map = {
diff --git a/learned_optimization/tasks/fixed/transformer_lm.py b/learned_optimization/tasks/fixed/transformer_lm.py
index 2482442..247e0c5 100644
--- a/learned_optimization/tasks/fixed/transformer_lm.py
+++ b/learned_optimization/tasks/fixed/transformer_lm.py
@@ -28,7 +28,7 @@
 
 
 class _TransformerTask(base.Task):
-  """Tranformer from a dictionary configuration."""
+  """Transformer from a dictionary configuration."""
 
   def __init__(self, cfg: Mapping[str, Any], name: str = '__TransformerTask'):
     self.datasets = language.lm1b_32k_datasets(cfg['batch_size'],