diff --git a/docs/src/tutorials/parameter_estimation.md b/docs/src/tutorials/parameter_estimation.md
index c2f94e9a9e..8f817857e6 100644
--- a/docs/src/tutorials/parameter_estimation.md
+++ b/docs/src/tutorials/parameter_estimation.md
@@ -1,5 +1,5 @@
 # Parameter Estimation
-The parameters of a model, generated by Catalyst, can be estimated using various packages available in the Julia ecosystem. Refer [here](https://diffeq.sciml.ai/stable/analysis/parameter_estimation/) for a more detailed description. Below follows a quick tutorial of how [DiffEqFlux](https://diffeqflux.sciml.ai/dev/) can be used to fit a parameter set to data.
+The parameters of a model, generated by Catalyst, can be estimated using various packages available in the Julia ecosystem. Refer [here](https://diffeq.sciml.ai/stable/analysis/parameter_estimation/) for more extensive information. Below follows a quick tutorial of how [DiffEqFlux](https://diffeqflux.sciml.ai/dev/) can be used to fit a parameter set to data.
 
 First, we fetch the required packages.
 ```julia