Rename examples and add pre-commit (#16)

* Rename examples and add pre-commit

* Fix references to scripts, add implementations overview

* Link to colab notebook via github

.pre-commit-config.yaml

@@ -0,0 +1,22 @@
+repos:
+    # Get rid of Jupyter Notebook output because we don't want to keep it in Git
+  - repo: https://github.com/kynan/nbstripout
+    rev: 0.8.1
+    hooks:
+      - id: nbstripout
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v5.0.0
+    hooks:
+      - id: check-added-large-files
+        args: ["--maxkb=2048"]
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    # Ruff version.
+    rev: v0.11.7
+    hooks:
+      # Run the linter.
+      - id: ruff
+        types_or: [python, pyi] # Don't run on `jupyter` files
+        args: [--fix]
+      # Run the formatter.
+      - id: ruff-format
+        types_or: [python, pyi] # Don't run on `jupyter` files