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diff --git a/...l-evaluation/chapter-2-adapt-and-move-the-jupyter-notebook-to-python-scripts.md b/...l-evaluation/chapter-2-adapt-and-move-the-jupyter-notebook-to-python-scripts.md
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 # Chapter 2: Adapt and move the Jupyter Notebook to Python scripts
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 Jupyter Notebooks provide an interactive environment where code can be executed

diff --git a/...ing-and-model-evaluation/chapter-3-initialize-git-and-dvc-for-local-training.md b/...ing-and-model-evaluation/chapter-3-initialize-git-and-dvc-for-local-training.md
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 # Chapter 3: Initialize Git and DVC for local training
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 Now that you have a good understanding of the experiment, it's time to

diff --git a/...training-and-model-evaluation/chapter-4-reproduce-the-ml-experiment-with-dvc.md b/...training-and-model-evaluation/chapter-4-reproduce-the-ml-experiment-with-dvc.md
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 # Chapter 4: Reproduce the ML experiment with DVC
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 A key component of [:simple-dvc: DVC](../tools.md) is the concept of "stages".

diff --git a/...local-training-and-model-evaluation/chapter-5-track-model-evolution-with-dvc.md b/...local-training-and-model-evaluation/chapter-5-track-model-evolution-with-dvc.md
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 # Chapter 5: Track model evolution with DVC
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
-
-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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-    Work in progress.
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 ## Introduction
 
 In the previous chapter, you did set up a [:simple-dvc: DVC](../tools.md)

diff --git a/...-model-to-the-cloud/chapter-10-work-efficiently-and-collaboratively-with-git.md b/...-model-to-the-cloud/chapter-10-work-efficiently-and-collaboratively-with-git.md
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 # Chapter 10: Work efficiently and collaboratively with Git
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 The objective of this chapter is to work effectively and collaboratively on the

diff --git a/...ve-the-model-to-the-cloud/chapter-6-move-the-ml-experiment-code-to-the-cloud.md b/...ve-the-model-to-the-cloud/chapter-6-move-the-ml-experiment-code-to-the-cloud.md
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 # Chapter 6: Move the ML experiment code to the cloud
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 Now that you have configured [:simple-dvc: DVC](../tools.md) and can reproduce

diff --git a/...ve-the-model-to-the-cloud/chapter-7-move-the-ml-experiment-data-to-the-cloud.md b/...ve-the-model-to-the-cloud/chapter-7-move-the-ml-experiment-data-to-the-cloud.md
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 # Chapter 7: Move the ML experiment data to the cloud
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 At this point, the codebase is made available to team members using

diff --git a/...-model-to-the-cloud/chapter-8-reproduce-the-ml-experiment-in-a-cicd-pipeline.md b/...-model-to-the-cloud/chapter-8-reproduce-the-ml-experiment-in-a-cicd-pipeline.md
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 # Chapter 8: Reproduce the ML experiment in a CI/CD pipeline
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 At this point, your code, your data and your execution process should be shared

diff --git a/...l-to-the-cloud/chapter-9-track-model-evolution-in-the-cicd-pipeline-with-cml.md b/...l-to-the-cloud/chapter-9-track-model-evolution-in-the-cicd-pipeline-with-cml.md
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 # Chapter 9: Track model evolution in the CI/CD pipeline with CML
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 At this point, you have a CI/CD pipeline that will run the experiment on each

diff --git a/...rt-3-serve-and-deploy-the-model/chapter-11-save-and-load-the-model-with-mlem.md b/...rt-3-serve-and-deploy-the-model/chapter-11-save-and-load-the-model-with-mlem.md
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 # Chapter 11: Save and load the model with MLEM
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
-
-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 The purpose of this chapter is to serve and use the model for usage outside of

diff --git a/...rt-3-serve-and-deploy-the-model/chapter-12-serve-the-model-locally-with-mlem.md b/...rt-3-serve-and-deploy-the-model/chapter-12-serve-the-model-locally-with-mlem.md
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 # Chapter 12: Serve the model locally with MLEM
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 Now that the model is using [MLEM](../tools.md), enabling the extraction of

diff --git a/...loy-the-model/chapter-13-deploy-and-access-the-model-on-kubernetes-with-mlem.md b/...loy-the-model/chapter-13-deploy-and-access-the-model-on-kubernetes-with-mlem.md
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 # Chapter 13: Deploy and access the model on Kubernetes with MLEM
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 ## Introduction
 
 Serving the model locally is great for testing purposes, but it is not

diff --git a/...hapter-14-continuous-deployment-of-the-model-with-mlem-and-the-cicd-pipeline.md b/...hapter-14-continuous-deployment-of-the-model-with-mlem-and-the-cicd-pipeline.md
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 # Chapter 14: Continuous deployment of the model with MLEM and the CI/CD pipeline
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
+!!! warning "This is a work in progress"
 
-    !!! warning
-
-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
-
-    Work in progress.
+    This chapter is a work in progress. Please check back later for updates. Thank
+    you!
 
 ## Introduction
 

diff --git a/...and-deploy-the-model/chapter-15-train-the-model-on-a-kubernetes-pod-with-cml.md b/...and-deploy-the-model/chapter-15-train-the-model-on-a-kubernetes-pod-with-cml.md
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 # Chapter 15: Train the model on a Kubernetes pod with CML
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
+!!! warning "This is a work in progress"
 
-    !!! warning
-
-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
-
-    Work in progress.
+    This chapter is a work in progress. Please check back later for updates. Thank
+    you!
 
 ## Introduction
 

diff --git a/docs/part-4-labeling-the-data-and-retrain/chapter-16-setup-label-studio.md b/docs/part-4-labeling-the-data-and-retrain/chapter-16-setup-label-studio.md
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 # Chapter 16: Setup Label Studio
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 !!! warning "This is a work in progress"
 
     This chapter is a work in progress. Please check back later for updates. Thank

diff --git a/...abeling-the-data-and-retrain/chapter-17-import-existing-data-to-label-studio.md b/...abeling-the-data-and-retrain/chapter-17-import-existing-data-to-label-studio.md
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 # Chapter 17: Import existing data to Label Studio
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 !!! warning "This is a work in progress"
 
     This chapter is a work in progress. Please check back later for updates. Thank

diff --git a/...-4-labeling-the-data-and-retrain/chapter-18-label-new-data-with-label-studio.md b/...-4-labeling-the-data-and-retrain/chapter-18-label-new-data-with-label-studio.md
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 # Chapter 18: Label new data with Label Studio
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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 !!! warning "This is a work in progress"
 
     This chapter is a work in progress. Please check back later for updates. Thank

diff --git a/...he-data-and-retrain/chapter-19-retrain-the-model-from-new-data-with-dvc-sync.md b/...he-data-and-retrain/chapter-19-retrain-the-model-from-new-data-with-dvc-sync.md
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 # Chapter 19: Retrain the model from new data with DVC Sync
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
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-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
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-    Work in progress.
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 !!! warning "This is a work in progress"
 
     This chapter is a work in progress. Please check back later for updates. Thank

diff --git a/...ta-and-retrain/chapter-20-link-the-model-to-label-studio-and-get-predictions.md b/...ta-and-retrain/chapter-20-link-the-model-to-label-studio-and-get-predictions.md
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 # Chapter 20: Link the model to Label Studio and get predictions
 
-??? info "You want to take over from this chapter? Collapse this section and follow the instructions below."
-
-    !!! warning
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-        It might be easier to start from the previous chapter(s). Only follow this
-        section if you are comfortable with the content of the previous chapter(s).
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-    Work in progress.
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 !!! warning "This is a work in progress"
 
     This chapter is a work in progress. Please check back later for updates. Thank