diff --git a/assets/lectures/lecture12/07_ml_workflow_management.pdf b/assets/lectures/lecture12/07_ml_workflow_management.pdf
new file mode 100644
index 0000000..59a21ed
Binary files /dev/null and b/assets/lectures/lecture12/07_ml_workflow_management.pdf differ