diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
new file mode 100644
index 000000000..eaa617af2
--- /dev/null
+++ b/.devcontainer/devcontainer.json
@@ -0,0 +1,50 @@
+// For format details, see https://aka.ms/devcontainer.json. For config options, see the
+// README at: https://github.com/devcontainers/templates/tree/main/src/python
+{
+	"name": "Python 3",
+	// Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile
+	"image": "mcr.microsoft.com/devcontainers/python:1-3.12-bullseye",
+	"features": {
+		"ghcr.io/devcontainers/features/nvidia-cuda:1": {},
+		"ghcr.io/devcontainers/features/sshd:1": {},
+		"ghcr.io/rocker-org/devcontainer-features/apt-packages:1": {},
+		"ghcr.io/eitsupi/devcontainer-features/go-task:1": {},
+		"ghcr.io/warrenbuckley/codespace-features/sqlite:1": {},
+		"ghcr.io/swift-server-community/swift-devcontainer-features/sqlite:1": {},
+		"ghcr.io/flexwie/devcontainer-features/op:1": {},
+		"ghcr.io/joshuanianji/devcontainer-features/terraform-cli-persistence:1": {},
+		"ghcr.io/elanhasson/devcontainer-features/dotnet-aspire-daily:1": {},
+		"ghcr.io/cirolosapio/devcontainers-features/alpine-docker-outside-of-docker:0": {},
+		"ghcr.io/cirolosapio/devcontainers-features/alpine-gh-cli:0": {},
+		"ghcr.io/audacioustux/devcontainers/taskfile:1": {},
+		"ghcr.io/nils-geistmann/devcontainers-features/zsh:0": {},
+		"ghcr.io/nikiforovall/devcontainer-features/dotnet-aspire:1": {},
+		"ghcr.io/nikiforovall/devcontainer-features/dotnet-csharpier:1": {},
+		"ghcr.io/devcontainers-extra/features/mongodb-atlas-cli-homebrew:1": {},
+		"ghcr.io/devcontainers-extra/features/terraform-ls-asdf:2": {},
+		"ghcr.io/devcontainers-extra/features/tfswitch:1": {},
+		"ghcr.io/devcontainers-extra/features/zsh-plugins:0": {}
+	},
+	"customizations": {
+		"vscode": {
+			"extensions": [
+				"github.vscode-github-actions"
+			]
+		}
+	}
+
+	// Features to add to the dev container. More info: https://containers.dev/features.
+	// "features": {},
+
+	// Use 'forwardPorts' to make a list of ports inside the container available locally.
+	// "forwardPorts": [],
+
+	// Use 'postCreateCommand' to run commands after the container is created.
+	// "postCreateCommand": "pip3 install --user -r requirements.txt",
+
+	// Configure tool-specific properties.
+	// "customizations": {},
+
+	// Uncomment to connect as root instead. More info: https://aka.ms/dev-containers-non-root.
+	// "remoteUser": "root"
+}
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 000000000..f33a02cd1
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,12 @@
+# To get started with Dependabot version updates, you'll need to specify which
+# package ecosystems to update and where the package manifests are located.
+# Please see the documentation for more information:
+# https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates
+# https://containers.dev/guide/dependabot
+
+version: 2
+updates:
+ - package-ecosystem: "devcontainers"
+   directory: "/"
+   schedule:
+     interval: weekly
diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 000000000..2c63c0851
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,2 @@
+{
+}
diff --git a/06_gpu_and_ml/controlnet/demo_images/dog.png b/06_gpu_and_ml/controlnet/demo_images/dog.png
deleted file mode 100644
index 022c2d13a..000000000
Binary files a/06_gpu_and_ml/controlnet/demo_images/dog.png and /dev/null differ