diff --git a/cloud/machine_learning.yml b/cloud/machine_learning.yml
new file mode 100644
index 00000000..8e591823
--- /dev/null
+++ b/cloud/machine_learning.yml
@@ -0,0 +1,12 @@
+tool_panel_section_label: Machine Learning
+tools:
+- name: sklearn_build_pipeline
+  owner: bgruening
+- name: sklearn_searchcv
+  owner: bgruening
+- name: plotly_parallel_coordinates_plot
+  owner: bgruening
+- name: sklearn_ensemble
+  owner: bgruening
+- name: plotly_regression_performance_plots
+  owner: bgruening
diff --git a/cloud/machine_learning.yml.lock b/cloud/machine_learning.yml.lock
new file mode 100644
index 00000000..3fb946e6
--- /dev/null
+++ b/cloud/machine_learning.yml.lock
@@ -0,0 +1,39 @@
+install_repository_dependencies: true
+install_resolver_dependencies: false
+install_tool_dependencies: false
+tool_panel_section_label: Machine Learning
+tools:
+- name: sklearn_build_pipeline
+  owner: bgruening
+  revisions:
+  - 4c4ec859c31a
+  - 840f29aad145
+  tool_panel_section_id: machine_learning
+  tool_panel_section_label: Machine Learning
+- name: sklearn_searchcv
+  owner: bgruening
+  revisions:
+  - 25ab6b4e376e
+  - 7626ea9c2e1b
+  tool_panel_section_id: machine_learning
+  tool_panel_section_label: Machine Learning
+- name: plotly_parallel_coordinates_plot
+  owner: bgruening
+  revisions:
+  - 7b21a9b5922f
+  - 9958188c6195
+  tool_panel_section_id: machine_learning
+  tool_panel_section_label: Machine Learning
+- name: sklearn_ensemble
+  owner: bgruening
+  revisions:
+  - 060ca94ac049
+  - 1a53edc4b438
+  tool_panel_section_id: machine_learning
+  tool_panel_section_label: Machine Learning
+- name: plotly_regression_performance_plots
+  owner: bgruening
+  revisions:
+  - 389227fa1864
+  tool_panel_section_id: machine_learning
+  tool_panel_section_label: Machine Learning