diff --git a/notebooks/images/Pipeline2.png b/notebooks/images/Pipeline2.png
index f11de46c49ee0b256450b257e684f69d152aa0bc..8284ee00a0958aea95e8cb4d2aaa1e808ce8a93b 100644
Binary files a/notebooks/images/Pipeline2.png and b/notebooks/images/Pipeline2.png differ