Add ml notebooks (#12313)

* initial setting up of notebook

* add open in colab button

* draft work

* first version of notebook

* fix open in colab button

* Update ml/notebooks/README.md

Co-authored-by: Tina Luedtke <kickoke@users.noreply.github.com>

* use underscores in filename

* add one final visualization approach using scatter plots

* get a better random sample for plots

* small text update

* fix link

* Update ml/notebooks/netdata_anomaly_detection_deepdive.ipynb

Co-authored-by: Tina Luedtke <kickoke@users.noreply.github.com>

* Update ml/notebooks/netdata_anomaly_detection_deepdive.ipynb

Co-authored-by: Tina Luedtke <kickoke@users.noreply.github.com>

* Update ml/notebooks/netdata_anomaly_detection_deepdive.ipynb

Co-authored-by: Tina Luedtke <kickoke@users.noreply.github.com>

* Update ml/notebooks/netdata_anomaly_detection_deepdive.ipynb

Co-authored-by: Tina Luedtke <kickoke@users.noreply.github.com>

* Update ml/notebooks/netdata_anomaly_detection_deepdive.ipynb

Co-authored-by: Tina Luedtke <kickoke@users.noreply.github.com>

* Update ml/notebooks/netdata_anomaly_detection_deepdive.ipynb

Co-authored-by: Tina Luedtke <kickoke@users.noreply.github.com>

* address review comments

* add ipynb files to dockerignore

Co-authored-by: Tina Luedtke <kickoke@users.noreply.github.com>

.dockerignore

@@ -1 +1,6 @@
-.gitignore
+.gitignore
+
+# Jupyter notebook checkpoints
+.ipynb_checkpoints
+# Jupyter notebooks
+.ipynb

.gitignore

@@ -227,3 +227,6 @@ Session.*.vim
 
 # Special exceptions
 !packaging/repoconfig/Makefile
+
+# Jupyter notebook checkpoints
+.ipynb_checkpoints

ml/notebooks/README.md

@@ -0,0 +1,5 @@
+## Machine Learning Notebooks
+
+This folder is a home for any documentation supporting machine learning related notebooks.
+
+- [Netdata anomaly detection deepdive](netdata_anomaly_detection_deepdive.ipynb): This is a starter notebook to help users understand how anomaly detection works in the Netdata agent and go a little deeper if they want.