diff --git a/README.md b/README.md
index 4ac5c1f97..f125522d9 100644
--- a/README.md
+++ b/README.md
@@ -108,7 +108,7 @@ SELECT pgml.transform(
 ```
 
 ## Tabular data
-- [47+ classification and regression algorithms](https://postgresml.org/docs/training/algorithm_selection)
+- [47+ classification and regression algorithms](https://postgresml.org/docs/introduction/apis/sql-extensions/pgml.train/)
 - [8 - 40X faster inference than HTTP based model serving](https://postgresml.org/blog/postgresml-is-8x-faster-than-python-http-microservices)
 - [Millions of transactions per second](https://postgresml.org/blog/scaling-postgresml-to-one-million-requests-per-second)
 - [Horizontal scalability](https://github.com/postgresml/pgcat)
diff --git a/pgml-extension/README.md b/pgml-extension/README.md
index 6a5fdb39b..228f94546 100644
--- a/pgml-extension/README.md
+++ b/pgml-extension/README.md
@@ -1 +1 @@
-Please see the [quick start instructions](https://postgresml.org/docs/developer-docs/quick-start-with-docker) for general information on installing or deploying PostgresML. A [developer guide](https://postgresml.org/docs/developer-docs/contributing) is also available for those who would like to contribute.
+Please see the [quick start instructions](https://postgresml.org/docs/resources/developer-docs/quick-start-with-docker) for general information on installing or deploying PostgresML. A [developer guide](https://postgresml.org/docs/resources/developer-docs/contributing) is also available for those who would like to contribute.