diff --git a/docs/index.md b/docs/index.md
index 79cf0bf..9ffe6fb 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -111,7 +111,7 @@ $$
 \mathbb{E}[x|z_t] = \frac{z_t - \sigma_t \mathbb{E}[\epsilon_t | z_t] }{\alpha_t}
 $$
 
-$\mathbb{E}[\epsilon_t | z_t]$ is the quantitiy that eps-prediction models try to estimate, with 
+Here $\mathbb{E}[\epsilon_t | z_t]$ is the quantitiy that eps-prediction models try to estimate, with 
 
 $$
 \hat{\epsilon}_{\theta}(z_t, \sigma_t) \approx \mathbb{E}[\epsilon_t | z_t]