diff --git a/base/science-tech-maths/programming/dev-tools/docker/docker.md b/base/science-tech-maths/programming/dev-tools/docker/docker.md
index 3fec330..2bbe949 100644
--- a/base/science-tech-maths/programming/dev-tools/docker/docker.md
+++ b/base/science-tech-maths/programming/dev-tools/docker/docker.md
@@ -211,7 +211,7 @@ COPY ./app.py /app/
 This is a 2 stage build as you can see separated by the FROM steps written in the Dockerfile.
 
 - Stage 1 install the system dependencies required for us to install our pip dependencies. We use the --prefix option to define a unique path where we want pip to install the packages into.
-- Stage 2 starts from a brand new alpine image and instead of installing any system dependencis, we use the COPY command to copy the pip packages installed in /install from our first builder image, into our newly created image.
+- Stage 2 starts from a brand new alpine image and instead of installing any system dependencies, we use the COPY command to copy the pip packages installed in /install from our first builder image, into our newly created image.
 
 ## Build the image
 
@@ -290,7 +290,7 @@ Docker Compose is a way to create reproducible Docker containers using a config
 
 Docker compose is also a tool to run multiple containers at once. It is configured with a YAML file called `docker-compose.yml`.
 
-Bascially, docker compose will do the "create image" and "create container" steps for you.
+Basically, docker compose will do the "create image" and "create container" steps for you.
 
 ```yaml
 version: "3.8"  # version of docker compose
@@ -347,10 +347,6 @@ The command passed by `run` overrides the command defined in the service configu
 
 Prefer use `docker compose up` for running the app and `docker compose run` for running one-off commands.
 
-## Tools
-
-- [Deepo](https://github.com/ufoym/deepo/): Set up deep learning environment in a single command line
-
 ## More
 
 - [A Beginner-Friendly Introduction to Containers, VMs and Docker](https://www.freecodecamp.org/news/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b/)
diff --git a/base/science-tech-maths/programming/reverse-engineering/reverse-engineering.md b/base/science-tech-maths/programming/reverse-engineering/reverse-engineering.md
index f3e2550..65f7c00 100644
--- a/base/science-tech-maths/programming/reverse-engineering/reverse-engineering.md
+++ b/base/science-tech-maths/programming/reverse-engineering/reverse-engineering.md
@@ -9,3 +9,4 @@
 - <https://www.begin.re/>
 - <https://malwareunicorn.org/workshops/re101.html#0>
 - <https://0x44.cc/reversing/2021/07/21/reversing-x86-and-c-code-for-beginners.html>
+- <https://0xinfection.github.io/reversing/>