diff --git a/docs/extend/plugins_network.md b/docs/extend/plugins_network.md
index 9546195bbd..095c143f74 100644
--- a/docs/extend/plugins_network.md
+++ b/docs/extend/plugins_network.md
@@ -73,5 +73,5 @@ documented as part of libnetwork:
 
 To interact with the Docker maintainers and other interested users, see the IRC channel `#docker-network`.
 
--  [Docker networks feature overview](../userguide/networking/index.md)
+-  [Docker networks feature overview](https://docs.docker.com/engine/userguide/networking/)
 -  The [LibNetwork](https://github.com/docker/libnetwork) project
diff --git a/docs/reference/builder.md b/docs/reference/builder.md
index a242a4af1d..9563fe21e4 100644
--- a/docs/reference/builder.md
+++ b/docs/reference/builder.md
@@ -23,7 +23,7 @@ instructions in succession.
 
 This page describes the commands you can use in a `Dockerfile`. When you are
 done reading this page, refer to the [`Dockerfile` Best
-Practices](../userguide/eng-image/dockerfile_best-practices.md) for a tip-oriented guide.
+Practices](https://docs.docker.com/engine/userguide/eng-image/dockerfile_best-practices/) for a tip-oriented guide.
 
 ## Usage
 
@@ -92,7 +92,7 @@ instructions.
 Whenever possible, Docker will re-use the intermediate images (cache),
 to accelerate the `docker build` process significantly. This is indicated by
 the `Using cache` message in the console output.
-(For more information, see the [Build cache section](../userguide/eng-image/dockerfile_best-practices.md#build-cache)) in the
+(For more information, see the [Build cache section](https://docs.docker.com/engine/userguide/eng-image/dockerfile_best-practices/#/build-cache)) in the
 `Dockerfile` best practices guide:
 
     $ docker build -t svendowideit/ambassador .
@@ -573,7 +573,7 @@ cache for `RUN` instructions can be invalidated by using the `--no-cache`
 flag, for example `docker build --no-cache`.
 
 See the [`Dockerfile` Best Practices
-guide](../userguide/eng-image/dockerfile_best-practices.md#build-cache) for more information.
+guide](https://docs.docker.com/engine/userguide/eng-image/dockerfile_best-practices/#/build-cache) for more information.
 
 The cache for `RUN` instructions can be invalidated by `ADD` instructions. See
 [below](#add) for details.
@@ -728,7 +728,7 @@ To set up port redirection on the host system, see [using the -P
 flag](run.md#expose-incoming-ports). The Docker network feature supports
 creating networks without the need to expose ports within the network, for
 detailed information see the  [overview of this
-feature](../userguide/networking/index.md)).
+feature](https://docs.docker.com/engine/userguide/networking/)).
 
 ## ENV
 
@@ -829,7 +829,7 @@ of whether or not the file has changed and the cache should be updated.
 > following instructions from the Dockerfile if the contents of `<src>` have
 > changed. This includes invalidating the cache for `RUN` instructions.
 > See the [`Dockerfile` Best Practices
-guide](../userguide/eng-image/dockerfile_best-practices.md#build-cache) for more information.
+guide](https://docs.docker.com/engine/userguide/eng-image/dockerfile_best-practices/#/build-cache) for more information.
 
 
 `ADD` obeys the following rules:
diff --git a/docs/reference/commandline/network_prune.md b/docs/reference/commandline/network_prune.md
index 82da94e31c..f0db94724a 100644
--- a/docs/reference/commandline/network_prune.md
+++ b/docs/reference/commandline/network_prune.md
@@ -37,7 +37,7 @@ n2
 * [network ls](network_ls.md)
 * [network inspect](network_inspect.md)
 * [network rm](network_rm.md)
-* [Understand Docker container networks](../../userguide/networking/index.md)
+* [Understand Docker container networks](https://docs.docker.com/engine/userguide/networking/)
 * [system df](system_df.md)
 * [container prune](container_prune.md)
 * [image prune](image_prune.md)
diff --git a/docs/reference/run.md b/docs/reference/run.md
index a48b44d4bf..b1fef2b12e 100644
--- a/docs/reference/run.md
+++ b/docs/reference/run.md
@@ -1376,7 +1376,7 @@ If the operator uses `--link` when starting a new client container in the
 default bridge network, then the client container can access the exposed
 port via a private networking interface.
 If `--link` is used when starting a container in a user-defined network as
-described in [*Docker network overview*](../userguide/networking/index.md),
+described in [*Docker network overview*](https://docs.docker.com/engine/userguide/networking/),
 it will provide a named alias for the container being linked to.
 
 ### ENV (environment variables)