diff --git a/docs/integrate/index.md b/docs/integrate/index.md
index 123a045c..8b2e4f89 100644
--- a/docs/integrate/index.md
+++ b/docs/integrate/index.md
@@ -65,6 +65,7 @@ pyviz/index
 queryzen/index
 rill/index
 risingwave/index
+scikit-learn/index
 sql-server/index
 streamlit/index
 streamsets/index
diff --git a/docs/integrate/scikit-learn/index.md b/docs/integrate/scikit-learn/index.md
new file mode 100644
index 00000000..cbbb34a8
--- /dev/null
+++ b/docs/integrate/scikit-learn/index.md
@@ -0,0 +1,49 @@
+(scikit-learn)=
+# scikit-learn
+
+```{div}
+:style: "float: right; margin-left: 1em"
+[![scikit-learn logo](https://upload.wikimedia.org/wikipedia/commons/thumb/0/05/Scikit_learn_logo_small.svg/240px-Scikit_learn_logo_small.svg.png){w=180px}][scikit-learn]
+
+[![pandas logo](https://pandas.pydata.org/static/img/pandas.svg){w=180px}][pandas]
+```
+
+:::{rubric} About
+:::
+
+[scikit-learn], built on NumPy, SciPy, and Matplotlib, is an open-source
+Python package that includes simple and efficient tools for predictive
+data analysis.
+
+```{div} .clearfix
+```
+
+:::{rubric} Learn
+:::
+
+::::{info-card}
+:::{grid-item}
+:columns: 9
+**Regression analysis with pandas and scikit-learn**
+
+Use [pandas] and [scikit-learn] to run a regression analysis within a
+[Jupyter Notebook].
+
+- [Machine Learning and CrateDB: An introduction]
+- [Machine Learning and CrateDB: Getting Started With Jupyter]
+- [Machine Learning and CrateDB: Experiment Design & Linear Regression]
+:::
+:::{grid-item}
+:columns: 3
+{tags-primary}`Fundamentals` \
+{tags-secondary}`Regression Analysis`
+:::
+::::
+
+
+[Jupyter Notebook]: https://jupyter.org/
+[Machine Learning and CrateDB: An introduction]: https://cratedb.com/blog/machine-learning-and-cratedb-part-one
+[Machine Learning and CrateDB: Getting Started With Jupyter]: https://cratedb.com/blog/machine-learning-cratedb-jupyter
+[Machine Learning and CrateDB: Experiment Design & Linear Regression]: https://cratedb.com/blog/machine-learning-and-cratedb-part-three-experiment-design-and-linear-regression
+[pandas]: https://pandas.pydata.org/
+[scikit-learn]: https://scikit-learn.org/
diff --git a/docs/topic/ml/index.md b/docs/topic/ml/index.md
index adfed8d0..13bb7f08 100644
--- a/docs/topic/ml/index.md
+++ b/docs/topic/ml/index.md
@@ -61,13 +61,13 @@ generation (RAG), and other applications.
 ### MLflow
 Use MLflow with CrateDB for experiment tracking and model registry.
 :::{seealso}
-Please navigate to the dedicated page about {ref}`mlflow`.
+See the dedicated page: {ref}`mlflow`.
 :::
 
 
 ### PyCaret
 :::{seealso}
-See the dedicated page: {ref}`tensorflow`.
+See the dedicated page: {ref}`pycaret`.
 :::
 
 
@@ -98,43 +98,10 @@ r
 :::::
 
 
-(scikit-learn)=
 ### scikit-learn
-
-:::{rubric} About
-:::
-```{div}
-:style: "float: right; margin-left: 1em"
-[![](https://upload.wikimedia.org/wikipedia/commons/thumb/0/05/Scikit_learn_logo_small.svg/240px-Scikit_learn_logo_small.svg.png){w=180px}](https://scikit-learn.org/)
-
-[![](https://pandas.pydata.org/static/img/pandas.svg){w=180px}](https://pandas.pydata.org/)
-
-[![](https://jupyter.org/assets/logos/rectanglelogo-greytext-orangebody-greymoons.svg){w=180px}](https://jupyter.org/)
-```
-
-:::{rubric} Learn
-:::
-
-Use [scikit-learn] with CrateDB.
-
-::::{info-card}
-:::{grid-item}
-:columns: 9
-**Regression analysis with pandas and scikit-learn**
-
-Use [pandas] and [scikit-learn] to run a regression analysis within a
-[Jupyter Notebook].
-
-- [Machine Learning and CrateDB: An introduction]
-- [Machine Learning and CrateDB: Getting Started With Jupyter]
-- [Machine Learning and CrateDB: Experiment Design & Linear Regression]
-:::
-:::{grid-item}
-:columns: 3
-{tags-primary}`Fundamentals` \
-{tags-secondary}`Regression Analysis`
+:::{seealso}
+See the dedicated page: {ref}`scikit-learn`.
 :::
-::::
 
 
 ### TensorFlow
@@ -217,10 +184,3 @@ solution.
 [End-to-End RAG with CrateDB and LangChain]: https://speakerdeck.com/cratedb/how-to-use-private-data-in-generative-ai-end-to-end-solution-for-rag-with-cratedb-and-langchain
 [How to set up LangChain with CrateDB]: https://community.cratedb.com/t/how-to-set-up-langchain-with-cratedb/1576
 [How to Use Private Data in Generative AI]: https://youtu.be/icquKckM4o0?feature=shared
-[Jupyter Notebook]: https://jupyter.org/
-[Machine Learning and CrateDB: An introduction]: https://cratedb.com/blog/machine-learning-and-cratedb-part-one
-[Machine Learning and CrateDB: Getting Started With Jupyter]: https://cratedb.com/blog/machine-learning-cratedb-jupyter
-[Machine Learning and CrateDB: Experiment Design & Linear Regression]: https://cratedb.com/blog/machine-learning-and-cratedb-part-three-experiment-design-and-linear-regression
-[MLOps]: https://en.wikipedia.org/wiki/MLOps
-[pandas]: https://pandas.pydata.org/
-[scikit-learn]: https://scikit-learn.org/