diff --git a/OWNERS_ALIASES b/OWNERS_ALIASES
index cf1253280..e9e1d9d53 100644
--- a/OWNERS_ALIASES
+++ b/OWNERS_ALIASES
@@ -116,6 +116,9 @@ aliases:
   wg-kubeadm-adoption-leads:
     - luxas
     - justinsb
+  wg-machine-learning-leads:
+    - vishh
+    - kow3ns
   wg-multitenancy-leads:
     - davidopp
     - jessfraz
diff --git a/sig-list.md b/sig-list.md
index e2dbc314e..d7d832744 100644
--- a/sig-list.md
+++ b/sig-list.md
@@ -61,6 +61,7 @@ When the need arises, a [new SIG can be created](sig-creation-procedure.md)
 |[Cluster API](wg-cluster-api/README.md)|* [Kris Nova](https://github.com/kris-nova), Heptio<br>* [Robert Bailey](https://github.com/roberthbailey), Google<br>|* [Slack](https://kubernetes.slack.com/messages/cluster-api)<br>* [Mailing List](https://groups.google.com/forum/#!forum/kubernetes-sig-cluster-lifecycle)|
 |[Container Identity](wg-container-identity/README.md)|* [Clayton Coleman](https://github.com/smarterclayton), Red Hat<br>* [Greg Gastle](https://github.com/destijl), Google<br>|* [Slack](https://kubernetes.slack.com/messages/wg-container-identity)<br>* [Mailing List](https://groups.google.com/forum/#!forum/kubernetes-wg-container-identity)|* Regular WG Meeting: [Tuesdays at 15:00 UTC (bi-weekly (On demand))](TBD)<br>
 |[Kubeadm Adoption](wg-kubeadm-adoption/README.md)|* [Lucas Käldström](https://github.com/luxas), Luxas Labs (occasionally contracting for Weaveworks)<br>* [Justin Santa Barbara](https://github.com/justinsb)<br>|* [Slack](https://kubernetes.slack.com/messages/sig-cluster-lifecycle)<br>* [Mailing List](https://groups.google.com/forum/#!forum/kubernetes-sig-cluster-lifecycle)|* Regular WG Meeting: [Tuesdays at 18:00 UTC (bi-weekly)](https://zoom.us/j/166836%E2%80%8B624)<br>
+|[Machine Learning](wg-machine-learning/README.md)|* [Vishnu Kannan](https://github.com/vishh), Google<br>* [Kenneth Owens](https://github.com/kow3ns), Google<br>|* [Slack](https://kubernetes.slack.com/messages/wg-machine-learning)<br>* [Mailing List](https://groups.google.com/forum/#!forum/kubernetes-wg-machine-learning)|* Regular WG Meeting: [Thursdays at 13:00 PT (Pacific Time) (biweekly)](https://zoom.us/j/4799874685)<br>
 |[Multitenancy](wg-multitenancy/README.md)|* [David Oppenheimer](https://github.com/davidopp), Google<br>* [Jessie Frazelle](https://github.com/jessfraz), Microsoft<br>|* [Slack](https://kubernetes.slack.com/messages/wg-multitenancy)<br>* [Mailing List](https://groups.google.com/forum/#!forum/kubernetes-wg-multitenancy)|* Regular WG Meeting: [Wednesdays at 11:00 PT (Pacific Time) (biweekly)](https://zoom.us/my/k8s.sig.auth)<br>
 |[Policy](wg-policy/README.md)|* [Howard Huang](https://github.com/hannibalhuang), Huawei<br>* [Torin Sandall](https://github.com/tsandall), Styra<br>* [David Oppenheimer](https://github.com/davidopp), Google<br>* [Clayton Coleman](https://github.com/smarterclayton), Red Hat<br>* [Xuan Jia](https://github.com/xuanjia), China Mobile<br>|* [Slack](https://kubernetes.slack.com/messages/wg-policy)<br>* [Mailing List](https://groups.google.com/forum/#!forum/kubernetes-wg-policy)|* Regular WG Meeting: [Thursdays at 17:00 PT (Pacific Time) (weekly)](https://zoom.us/j/421702434)<br>
 |[Resource Management](wg-resource-management/README.md)|* [Vishnu Kannan](https://github.com/vishh), Google<br>* [Derek Carr](https://github.com/derekwaynecarr), Red Hat<br>|* [Slack](https://kubernetes.slack.com/messages/wg-resource-mgmt)<br>* [Mailing List](https://groups.google.com/forum/#!forum/kubernetes-wg-resource-management)|* Regular WG Meeting: [Wednesdays at 11:00 PT (Pacific Time) (biweekly (On demand))](https://zoom.us/j/4799874685)<br>
diff --git a/sigs.yaml b/sigs.yaml
index c68a41b04..f45b2e937 100644
--- a/sigs.yaml
+++ b/sigs.yaml
@@ -1771,3 +1771,25 @@ workinggroups:
     contact:
       slack: wg-policy
       mailing_list: https://groups.google.com/forum/#!forum/kubernetes-wg-policy
+  - name: Machine Learning
+    dir: wg-machine-learning
+    mission_statement: >
+      Identify and fix gaps in Kubernetes to better support Machine Learning applications
+    leads:
+    - name: Vishnu Kannan
+      github: vishh
+      company: Google
+    - name: Kenneth Owens
+      github: kow3ns
+      company: Google
+    meetings:
+    - description: Regular WG Meeting
+      day: Thursday
+      time: "13:00"
+      tz: "PT (Pacific Time)"
+      frequency: biweekly
+      url: https://zoom.us/j/4799874685
+      archive_url: https://goo.gl/gBCdt1
+    contact:
+      slack: wg-machine-learning
+      mailing_list: https://groups.google.com/forum/#!forum/kubernetes-wg-machine-learning
diff --git a/wg-machine-learning/README.md b/wg-machine-learning/README.md
new file mode 100755
index 000000000..94fd420ce
--- /dev/null
+++ b/wg-machine-learning/README.md
@@ -0,0 +1,35 @@
+<!---
+This is an autogenerated file!
+
+Please do not edit this file directly, but instead make changes to the
+sigs.yaml file in the project root.
+
+To understand how this file is generated, see https://git.k8s.io/community/generator/README.md
+-->
+# Machine Learning Working Group
+
+Identify and fix gaps in Kubernetes to better support Machine Learning applications
+
+## Meetings
+* Regular WG Meeting: [Thursdays at 13:00 PT (Pacific Time)](https://zoom.us/j/4799874685) (biweekly). [Convert to your timezone](http://www.thetimezoneconverter.com/?t=13:00&tz=PT%20%28Pacific%20Time%29).
+  * [Meeting notes and Agenda](https://goo.gl/gBCdt1).
+
+## Organizers
+* Vishnu Kannan (**[@vishh](https://github.com/vishh)**), Google
+* Kenneth Owens (**[@kow3ns](https://github.com/kow3ns)**), Google
+
+## Contact
+* [Slack](https://kubernetes.slack.com/messages/wg-machine-learning)
+* [Mailing list](https://groups.google.com/forum/#!forum/kubernetes-wg-machine-learning)
+
+<!-- BEGIN CUSTOM CONTENT -->
+A working group dedicated towards making Kubernetes work best for Machine Learning workloads.
+
+The charter for this working group as [proposed](https://groups.google.com/forum/?utm_medium=email&utm_source=footer#!msg/kubernetes-dev/lOeMjOLilxI/wuQayFDvCQAJ) is as follows:
+
+    * Asses the state of the art for ML workloads on K8s
+    * Identify pain points users currently have with ML on k8s
+    * Identify, prioritize and execute on improving k8s to better support ML workloads in the near, medium, and long term.
+
+TODO: Finalize and update the charter after the initial kick off meeting on 3/1/2018.
+<!-- END CUSTOM CONTENT -->