diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
new file mode 100644
index 0000000..5231ca1
--- /dev/null
+++ b/.github/workflows/docker.yml
@@ -0,0 +1,33 @@
+name: Build and publish Docker image for the project
+
+on:
+  push:
+    branches:
+      - main
+  pull_request:
+    branches:
+      - main
+
+jobs:
+  Docker:
+    if: github.repository == 'antmicro/dl-in-iot-course'
+    runs-on: ubuntu-latest
+    steps:
+      - name: Cancel previous run
+        uses: styfle/cancel-workflow-action@0.11.0
+        with:
+          access_token: ${{ github.token }}
+      - name: Checkout sources
+        uses: actions/checkout@v4
+      - name: Build Docker image
+        run: docker build . -f environments/Dockerfile --tag ghcr.io/${{ github.repository }}
+      - name: Login to registry
+        if: github.ref == 'refs/heads/main' && github.event_name != 'pull_request'
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.actor }}
+          password: ${{ github.token }}
+      - name: Push image to registry
+        if: github.ref == 'refs/heads/main' && github.event_name != 'pull_request'
+        run: docker push ghcr.io/${{ github.repository }}
diff --git a/.github/workflows/flake8.yml b/.github/workflows/flake8.yml
deleted file mode 100644
index 000242c..0000000
--- a/.github/workflows/flake8.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-name: Flake8
-
-on:
-  push:
-    branches: [master]
-  pull_request:
-    branches: [master]
-
-jobs:
-  flake8:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout sources
-        uses: actions/checkout@v3
-      - name: Setup Python
-        uses: actions/setup-python@v4
-        with:
-          python-version: 3.9
-      - name: Install flake8
-        run: pip install -U flake8
-      - name: Run flake8
-        run: flake8
diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
new file mode 100644
index 0000000..46a7425
--- /dev/null
+++ b/.github/workflows/pre-commit.yml
@@ -0,0 +1,20 @@
+name: pre-commit checks
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches: [main]
+
+jobs:
+  pre-commit:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout sources
+        uses: actions/checkout@v4
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.11
+      - name: Run pre-commit
+        uses: pre-commit/action@v3.0.0