diff --git a/docs/guides/dropout.rst b/docs/guides/dropout.rst
index efe7bc88ab..2f48594da8 100644
--- a/docs/guides/dropout.rst
+++ b/docs/guides/dropout.rst
@@ -23,7 +23,7 @@ Split the PRNG key
 
 Since dropout is a random operation, it requires a pseudorandom number generator
 (PRNG) state. Flax uses JAX's (splittable) PRNG keys, which have a number of
-desirable properties for neutral networks. To learn more, refer to the
+desirable properties for neural networks. To learn more, refer to the
 `Pseudorandom numbers in JAX tutorial <https://jax.readthedocs.io/en/latest/jax-101/05-random-numbers.html>`__.
 
 **Note:** Recall that JAX has an explicit way of giving you PRNG keys:
@@ -291,4 +291,4 @@ More Flax examples that use Module ``make_rng()``
 *************************************************
 
 * Defining a prediction token in a decoder of a
-  `sequence-to-sequence model <https://github.com/google/flax/blob/main/examples/seq2seq/models.py>`__.
\ No newline at end of file
+  `sequence-to-sequence model <https://github.com/google/flax/blob/main/examples/seq2seq/models.py>`__.