diff --git a/docs/databases.md b/docs/databases.md
index e874767..d65a743 100644
--- a/docs/databases.md
+++ b/docs/databases.md
@@ -68,7 +68,7 @@ There are many databases of many types.
 
 A database could be a single file called `heroes.db`, managed with code in a very efficient way. An example would be SQLite, more about that on a bit.
 
-![database as a single file](/img/databases/single-file.svg)
+![database as a single file](img/databases/single-file.svg)
 
 ### A server database
 
@@ -80,11 +80,11 @@ In this case, your code would talk to this server application instead of reading
 
 The database could be located in a different server/machine:
 
-![database in an external server](/img/databases/external-server.svg)
+![database in an external server](img/databases/external-server.svg)
 
 Or the database could be located in the same server/machine:
 
-![database in the same server](/img/databases/same-server.svg)
+![database in the same server](img/databases/same-server.svg)
 
 The most important aspect of these types of databases is that **your code doesn't read or modify** the files containing the data directly.
 
@@ -98,7 +98,7 @@ In some cases, the database could even be a group of server applications running
 
 In this case, your code would talk to one or more of these server applications running on different machines.
 
-![distributed database in multiple servers](/img/databases/multiple-servers.svg)
+![distributed database in multiple servers](img/databases/multiple-servers.svg)
 
 Most of the databases that work as server applications also support multiple servers in one way or another.
 
@@ -257,7 +257,7 @@ For example, the table for the teams has the ID `1` for the team `Preventers` an
 
 As these **primary key** IDs can uniquely identify each row on the table for teams, we can now go to the table for heroes and refer to those IDs in the table for teams.
 
-<img alt="table relationships" src="/img/databases/relationships.svg">
+![table relationships](img/databases/relationships.svg)
 
 So, in the table for heroes, we use the `team_id` column to define a relationship to the *foreign* table for teams. Each value in the `team_id` column on the table with heroes will be the same value as the `id` column of one row in the table with teams.
 
diff --git a/docs/db-to-code.md b/docs/db-to-code.md
index 537c583..3d289d7 100644
--- a/docs/db-to-code.md
+++ b/docs/db-to-code.md
@@ -236,8 +236,7 @@ database.execute(
 ).all()
 ```
 
-<img class="shadow" src="/img/db-to-code/autocompletion01.png">
-
+![](img/db-to-code/autocompletion01.png){class="shadow"}
 
 ## ORMs and SQL
 
@@ -280,7 +279,7 @@ For example this **Relation** or table:
 
 * **Mapper**: this comes from Math, when there's something that can convert from some set of things to another, that's called a "**mapping function**". That's where the **Mapper** comes from.
 
-![Squares to Triangles Mapper](/img/db-to-code/mapper.svg)
+![Squares to Triangles Mapper](img/db-to-code/mapper.svg)
 
 We could also write a **mapping function** in Python that converts from the *set of lowercase letters* to the *set of uppercase letters*, like this:
 
diff --git a/docs/install.md b/docs/install.md
index 8ac2e04..129df35 100644
--- a/docs/install.md
+++ b/docs/install.md
@@ -16,11 +16,11 @@ As **SQLModel** is built on top of <a href="https://www.sqlalchemy.org/" class="
 
 ## Install DB Browser for SQLite
 
-Remember that [SQLite is a simple database in a single file](../databases.md#a-single-file-database){.internal-link target=_blank}?
+Remember that [SQLite is a simple database in a single file](databases.md#a-single-file-database){.internal-link target=_blank}?
 
 For most of the tutorial I'll use SQLite for the examples.
 
-Python has integrated support for SQLite, it is a single file read and processed from Python. And it doesn't need an [External Database Server](../databases.md#a-server-database){.internal-link target=_blank}, so it will be perfect for learning.
+Python has integrated support for SQLite, it is a single file read and processed from Python. And it doesn't need an [External Database Server](databases.md#a-server-database){.internal-link target=_blank}, so it will be perfect for learning.
 
 In fact, SQLite is perfectly capable of handling quite big applications. At some point you might want to migrate to a server-based database like <a href="https://www.postgresql.org/" class="external-link" target="_blank">PostgreSQL</a> (which is also free). But for now we'll stick to SQLite.