diff --git a/README.rst b/README.rst
index d7db5a33d..2b5b1f88e 100644
--- a/README.rst
+++ b/README.rst
@@ -183,8 +183,8 @@ Fedora / CentOS (rpm)
Comparison to related technologies
==================================
-#. Data Engineering tools such as `AirFlow `,
- `Luigi `, and others - in DVC data,
+#. Data Engineering tools such as `AirFlow `_,
+ `Luigi `_, and others - in DVC data,
model and ML pipelines represent a single ML project focused on data
scientists' experience. Data engineering tools orchestrate multiple data
projects and focus on efficient execution. A DVC project can be used from
@@ -212,7 +212,7 @@ Comparison to related technologies
#. `DVC Studio `_ - official online
platform for DVC projects. It can be used to manage data and models, run
and track experiments, and visualize and share results. Also, it
- integrates with `CML (CI/CD for ML) ` for training
+ integrates with `CML (CI/CD for ML) `__ for training
models in the cloud or Kubernetes.