diff --git a/stable/dask/Chart.yaml b/stable/dask/Chart.yaml
new file mode 100755
index 0000000000..0d2d54dc7f
--- /dev/null
+++ b/stable/dask/Chart.yaml
@@ -0,0 +1,13 @@
+name: dask
+version: 1.0.0
+appVersion: 0.17.1
+description: Distributed computation in Python with task scheduling
+home: https://dask.pydata.org
+icon: https://avatars3.githubusercontent.com/u/17131925?v=3&s=200
+sources:
+- https://github.com/dask/dask
+maintainers:
+- name: danielfrg
+  email: df.rodriguez143@gmail.com
+- name: mrocklin
+  email: mrocklin@gmail.com
diff --git a/stable/dask/README.md b/stable/dask/README.md
new file mode 100644
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+++ b/stable/dask/README.md
@@ -0,0 +1,103 @@
+# Dask Helm Chart
+
+Dask allows distributed computation in Python.
+
+-  https://dask.pydata.org
+-  http://jupyter.org/
+
+
+## Chart Details
+
+This chart will deploy the following:
+
+-   1 x Dask scheduler with port 8786 (scheduler) and 80 (Web UI) exposed on an external LoadBalancer
+-   3 x Dask workers that connect to the scheduler
+-   1 x Jupyter notebook (optional) with port 80 exposed on an external LoadBalancer
+-   All using Kubernetes Deployments
+
+## Installing the Chart
+
+To install the chart with the release name `my-release`:
+
+```bash
+$ helm install --name my-release stable/dask
+```
+
+## Configuration
+
+The following tables lists the configurable parameters of the Dask chart and their default values.
+
+### Dask scheduler
+
+| Parameter                  | Description              | Default          |
+| -------------------------- | -------------------------| -----------------|
+| `scheduler.name`           | Dask scheduler name      | `scheduler`      |
+| `scheduler.image`          | Container image name     | `daskdev/dask`   |
+| `scheduler.imageTag`       | Container image tag      | `latest`         |
+| `scheduler.replicas`       | k8s deployment replicas  | `1`              |
+| `scheduler.resources`      | Container resources      | `{}`             |
+
+### Dask webUI
+
+| Parameter             | Description       | Default   |
+|-----------------------|-------------------|-----------|
+| `webUI.name`          | Dask webui name   | `webui`   |
+| `webUI.servicePort`   | k8s service port  | `80`      |
+
+### Dask worker
+
+| Parameter                    | Description                      | Default        |
+| -----------------------      | ---------------------------------| ---------------|
+| `worker.name`                | Dask worker name                 | `worker`       |
+| `worker.image`               | Container image name             | `daskdev/dask` |
+| `worker.imageTag`            | Container image tag              | `0.17.1`       |
+| `worker.replicas`            | k8s hpa and deployment replicas  | `3`            |
+| `worker.resources`           | Container resources              | `{}`           |
+|
+
+### jupyter
+
+| Parameter               | Description                      | Default                  |
+|-------------------------|----------------------------------|--------------------------|
+| `jupyter.name`          | jupyter name                     | `jupyter`                |
+| `jupyter.enabled`       | Include optional Jupyter server  | `true`                   |
+| `jupyter.image`         | Container image name             | `daskdev/dask-notebook`  |
+| `jupyter.imageTag`      | Container image tag              | `0.17.1`                 |
+| `jupyter.replicas`      | k8s deployment replicas          | `1`                      |
+| `jupyter.servicePort`   | k8s service port                 | `80`                     |
+| `jupyter.resources`     | Container resources              | `{}`                     |
+
+Specify each parameter using the `--set key=value[,key=value]` argument to `helm install`.
+
+Alternatively, a YAML file that specifies the values for the parameters can be provided while installing the chart. For example,
+
+```bash
+$ helm install --name my-release -f values.yaml stable/dask
+```
+
+> **Tip**: You can use the default [values.yaml](values.yaml)
+
+
+### Customizing Python Environment
+
+The default `daskdev/dask` images have a standard Miniconda installation along
+with some common packages like NumPy and Pandas.  You can install custom packages
+with either Conda or Pip using optional environment variables.  This happens
+when your container starts up.  Consider the following config.yaml file as an
+example:
+
+```yaml
+jupyter:
+  env:
+    -  EXTRA_PIP_PACKAGES: s3fs git+https://github.com/user/repo.git --upgrade
+    -  EXTRA_CONDA_PACKAGES: scipy matplotlib -c conda-forge
+
+worker:
+  env:
+    -  EXTRA_PIP_PACKAGES: s3fs git+https://github.com/user/repo.git --upgrade
+    -  EXTRA_CONDA_PACKAGES: scipy -c conda-forge
+```
+
+Note that the Jupyter and Dask worker environments should have matching
+software environments, at least where a user is likely to distribute that
+functionality.
diff --git a/stable/dask/templates/NOTES.txt b/stable/dask/templates/NOTES.txt
new file mode 100644
index 0000000000..12e78dc14c
--- /dev/null
+++ b/stable/dask/templates/NOTES.txt
@@ -0,0 +1,24 @@
+Thank you for installing {{ .Chart.Name | upper }}, released at name: {{ .Release.Name }}.
+
+To learn more about the release, try:
+
+  $ helm status {{ .Release.Name }}  # information about running pods and this message
+  $ helm get {{ .Release.Name }}     # get full Kubernetes specification
+
+This release includes a Dask scheduler, {{ .Values.worker.replicas }} Dask workers, and {{ .Values.jupyter.replicas }} Jupyter servers.  
+
+The Jupyter notebook server and Dask scheduler expose external services to
+which you can connect to manage notebooks, or connect directly to the Dask
+cluster.   You can get these addresses by running the following:
+
+  export DASK_SCHEDULER=$(kubectl get svc --namespace {{ .Release.Namespace }} {{ template "dask.fullname" . }}-scheduler -o jsonpath='{.status.loadBalancer.ingress[0].ip}')
+  export DASK_SCHEDULER_UI_IP=$(kubectl get svc --namespace {{ .Release.Namespace }} {{ template "dask.fullname" . }}-scheduler -o jsonpath='{.status.loadBalancer.ingress[0].ip}')
+  export JUPYTER_NOTEBOOK_IP=$(kubectl get svc --namespace {{ .Release.Namespace }} {{ template "dask.fullname" . }}-jupyter -o jsonpath='{.status.loadBalancer.ingress[0].ip}')
+  echo http://$JUPYTER_NOTEBOOK_IP:{{ .Values.jupyter.servicePort }} -- Jupyter notebook
+  echo http://$DASK_SCHEDULER_UI_IP:{{ .Values.webUI.servicePort }}  -- Dask dashboard
+  echo http://$DASK_SCHEDULER:{{ .Values.scheduler.servicePort }}    -- Dask Client connection
+
+  NOTE: The default password to login to the notebook server is `dask`.
+
+  NOTE: It may take a few minutes for the LoadBalancer IP to be available, until that the commands below will not work.  
+  You can watch the status by running 'kubectl get svc --namespace {{ .Release.Namespace }} -w {{ template "dask.fullname" . }}-jupyter'
diff --git a/stable/dask/templates/_helpers.tpl b/stable/dask/templates/_helpers.tpl
new file mode 100644
index 0000000000..527d9f7c38
--- /dev/null
+++ b/stable/dask/templates/_helpers.tpl
@@ -0,0 +1,32 @@
+{{/* vim: set filetype=mustache: */}}
+{{/*
+Expand the name of the chart.
+*/}}
+{{- define "dask.name" -}}
+{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" -}}
+{{- end -}}
+
+{{/*
+Create a default fully qualified app name.
+We truncate at 63 chars because some Kubernetes name fields are limited to this (by the DNS naming spec).
+If release name contains chart name it will be used as a full name.
+*/}}
+{{- define "dask.fullname" -}}
+{{- if .Values.fullnameOverride -}}
+{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" -}}
+{{- else -}}
+{{- $name := default .Chart.Name .Values.nameOverride -}}
+{{- if contains $name .Release.Name -}}
+{{- .Release.Name | trunc 63 | trimSuffix "-" -}}
+{{- else -}}
+{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" -}}
+{{- end -}}
+{{- end -}}
+{{- end -}}
+
+{{/*
+Create chart name and version as used by the chart label.
+*/}}
+{{- define "dask.chart" -}}
+{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" -}}
+{{- end -}}
diff --git a/stable/dask/templates/dask-jupyter-config.yaml b/stable/dask/templates/dask-jupyter-config.yaml
new file mode 100644
index 0000000000..20dd6d73e1
--- /dev/null
+++ b/stable/dask/templates/dask-jupyter-config.yaml
@@ -0,0 +1,18 @@
+{{ if .Values.jupyter.enabled -}}
+
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ template "dask.fullname" . }}-jupyter-config
+  labels:
+    app: {{ template "dask.name" . }}
+    heritage: {{ .Release.Service | quote }}
+    release: {{ .Release.Name | quote }}
+    chart: {{ template "dask.chart" . }}
+    component: jupyter
+data:
+  jupyter_notebook_config.py: |
+    c = get_config()
+    c.NotebookApp.password = '{{ .Values.jupyter.password }}'
+
+{{ end }}
diff --git a/stable/dask/templates/dask-jupyter-deployment.yaml b/stable/dask/templates/dask-jupyter-deployment.yaml
new file mode 100644
index 0000000000..f704ec29ee
--- /dev/null
+++ b/stable/dask/templates/dask-jupyter-deployment.yaml
@@ -0,0 +1,51 @@
+{{ if .Values.jupyter.enabled -}}
+
+apiVersion: apps/v1beta2
+kind: Deployment
+metadata:
+  name: {{ template "dask.fullname" . }}-jupyter
+  labels:
+    app: {{ template "dask.name" . }}
+    heritage: {{ .Release.Service | quote }}
+    release: {{ .Release.Name | quote }}
+    chart: {{ template "dask.chart" . }}
+    component: jupyter
+spec:
+  replicas: {{ .Values.jupyter.replicas }}
+  selector:
+    matchLabels:
+      app: {{ template "dask.name" . }}
+      release: {{ .Release.Name | quote }}
+      component: jupyter
+  strategy:
+    type: RollingUpdate
+  template:
+    metadata:
+      labels:
+        app: {{ template "dask.name" . }}
+        release: {{ .Release.Name | quote }}
+        component: jupyter
+    spec:
+      containers:
+        - name: {{ template "dask.fullname" . }}-jupyter
+          image: "{{ .Values.jupyter.image.repository }}:{{ .Values.jupyter.image.tag }}"
+          imagePullPolicy: {{ .Values.jupyter.image.pullPolicy }}
+          ports:
+            - containerPort: 8888
+          resources:
+{{ toYaml .Values.jupyter.resources | indent 12 }}
+          volumeMounts:
+            - name: config-volume
+              mountPath: /home/jovyan/.jupyter
+          env:
+            - name: DASK_SCHEDULER_ADDRESS
+              value: {{ template "dask.fullname" . }}-scheduler:{{ .Values.scheduler.servicePort }}
+{{- if .Values.jupyter.env }}
+{{ toYaml .Values.jupyter.env | indent 12 }}
+{{- end }}
+      volumes:
+        - name: config-volume
+          configMap:
+            name: {{ template "dask.fullname" . }}-jupyter-config
+
+{{ end }}
diff --git a/stable/dask/templates/dask-jupyter-service.yaml b/stable/dask/templates/dask-jupyter-service.yaml
new file mode 100644
index 0000000000..ea30766a27
--- /dev/null
+++ b/stable/dask/templates/dask-jupyter-service.yaml
@@ -0,0 +1,23 @@
+{{ if .Values.jupyter.enabled -}}
+
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ template "dask.fullname" . }}-jupyter
+  labels:
+    app: {{ template "dask.name" . }}
+    heritage: {{ .Release.Service | quote }}
+    release: {{ .Release.Name | quote }}
+    chart: {{ template "dask.chart" . }}
+    component: jupyter
+spec:
+  ports:
+    - port: {{ .Values.jupyter.servicePort }}
+      targetPort: 8888
+  selector:
+    app: {{ template "dask.name" . }}
+    release: {{ .Release.Name | quote }}
+    component: jupyter
+  type: {{ .Values.jupyter.serviceType }}
+
+{{ end }}
diff --git a/stable/dask/templates/dask-scheduler-deployment.yaml b/stable/dask/templates/dask-scheduler-deployment.yaml
new file mode 100644
index 0000000000..7c65b8063a
--- /dev/null
+++ b/stable/dask/templates/dask-scheduler-deployment.yaml
@@ -0,0 +1,43 @@
+apiVersion: apps/v1beta2
+kind: Deployment
+metadata:
+  name: {{ template "dask.fullname" . }}-scheduler
+  labels:
+    app: {{ template "dask.name" . }}
+    heritage: {{ .Release.Service | quote }}
+    release: {{ .Release.Name | quote }}
+    chart: {{ template "dask.chart" . }}
+    component: scheduler
+spec:
+  replicas: {{ .Values.scheduler.replicas }}
+  selector:
+    matchLabels:
+      app: {{ template "dask.name" . }}
+      release: {{ .Release.Name | quote }}
+      component: scheduler
+  strategy:
+    type: RollingUpdate
+  template:
+    metadata:
+      labels:
+        app: {{ template "dask.name" . }}
+        release: {{ .Release.Name | quote }}
+        component: scheduler
+    spec:
+      containers:
+        - name: {{ template "dask.fullname" . }}-scheduler
+          image: "{{ .Values.scheduler.image.repository }}:{{ .Values.scheduler.image.tag }}"
+          imagePullPolicy: {{ .Values.scheduler.image.pullPolicy }}
+          args:
+            - dask-scheduler
+            - --port
+            - "{{ .Values.scheduler.servicePort }}"
+            - --bokeh-port
+            - "8787"
+          ports:
+            - containerPort: 8786
+            - containerPort: 8787
+          resources:
+{{ toYaml .Values.scheduler.resources | indent 12 }}
+          env:
+{{ toYaml .Values.scheduler.env | indent 12 }}
diff --git a/stable/dask/templates/dask-scheduler-service.yaml b/stable/dask/templates/dask-scheduler-service.yaml
new file mode 100644
index 0000000000..83d8d6761e
--- /dev/null
+++ b/stable/dask/templates/dask-scheduler-service.yaml
@@ -0,0 +1,23 @@
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ template "dask.fullname" . }}-scheduler
+  labels:
+    app: {{ template "dask.name" . }}
+    heritage: {{ .Release.Service | quote }}
+    release: {{ .Release.Name | quote }}
+    chart: {{ template "dask.chart" . }}
+    component: scheduler
+spec:
+  ports:
+    - name: {{ template "dask.fullname" . }}-scheduler
+      port: {{ .Values.scheduler.servicePort }}
+      targetPort: 8786
+    - name: {{ template "dask.fullname" . }}-webui
+      port: {{ .Values.webUI.servicePort }}
+      targetPort: 8787
+  selector:
+    app: {{ template "dask.name" . }}
+    release: {{ .Release.Name | quote }}
+    component: scheduler
+  type: {{ .Values.scheduler.serviceType }}
diff --git a/stable/dask/templates/dask-worker-deployment.yaml b/stable/dask/templates/dask-worker-deployment.yaml
new file mode 100644
index 0000000000..c0560ebedb
--- /dev/null
+++ b/stable/dask/templates/dask-worker-deployment.yaml
@@ -0,0 +1,46 @@
+apiVersion: apps/v1beta2
+kind: Deployment
+metadata:
+  name: {{ template "dask.fullname" . }}-worker
+  labels:
+    app: {{ template "dask.name" . }}
+    heritage: {{ .Release.Service | quote }}
+    release: {{ .Release.Name | quote }}
+    chart: {{ template "dask.chart" . }}
+    component: worker
+spec:
+  replicas: {{ .Values.worker.replicas }}
+  selector:
+    matchLabels:
+      app: {{ template "dask.name" . }}
+      release: {{ .Release.Name | quote }}
+      component: worker
+  strategy:
+    type: RollingUpdate
+  template:
+    metadata:
+      labels:
+        app: {{ template "dask.name" . }}
+        release: {{ .Release.Name | quote }}
+        component: worker
+    spec:
+      containers:
+        - name: {{ template "dask.fullname" . }}-worker
+          image: "{{ .Values.worker.image.repository }}:{{ .Values.worker.image.tag }}"
+          imagePullPolicy: {{ .Values.worker.image.pullPolicy }}
+          args:
+            - dask-worker
+            - {{ template "dask.fullname" . }}-scheduler:{{ .Values.scheduler.servicePort }}
+          {{- if .Values.worker.limits }}
+            - --nthreads
+            - {{ default .Values.worker.limits.cpu .Values.workers.default_resources.cpu | quote }}
+            - --memory-limit
+            - {{ default .Values.worker.limits.memory .Values.workers.default_resources.memory | quote }}
+          {{- end }}
+            - --no-bokeh
+          ports:
+            - containerPort: 8789
+          resources:
+{{ toYaml .Values.worker.resources | indent 12 }}
+          env:
+{{ toYaml .Values.worker.env | indent 12 }}
diff --git a/stable/dask/values.yaml b/stable/dask/values.yaml
new file mode 100644
index 0000000000..5ae0267157
--- /dev/null
+++ b/stable/dask/values.yaml
@@ -0,0 +1,71 @@
+# nameOverride: dask
+# fullnameOverride: dask
+
+scheduler:
+  name: scheduler
+  image:
+    repository: "daskdev/dask"
+    tag: "0.17.1"
+    pullPolicy: IfNotPresent
+  replicas: 1
+  serviceType: "LoadBalancer"
+  servicePort: 8786
+  resources: {}
+    # limits:
+    #   cpu: 1.8
+    #   memory: 6G
+    # requests:
+    #   cpu: 1.8
+    #   memory: 6G
+
+webUI:
+  name: webui
+  servicePort: 80
+
+worker:
+  name: worker
+  image:
+    repository: "daskdev/dask"
+    tag: "0.17.1"
+    pullPolicy: IfNotPresent
+  replicas: 3
+  aptPackages: >-
+  default_resources:  # overwritten by resource limits if they exist
+    cpu: 1
+    memory: "4GiB"
+  env:
+    # - name: EXTRA_CONDA_PACKAGES
+    #   value: numba xarray -c conda-forge
+    # - name: EXTRA_PIP_PACKAGES
+    #   value: s3fs dask-ml --upgrade
+  resources: {}
+    # limits:
+    #   cpu: 1
+    #   memory: 3G
+    # requests:
+    #   cpu: 1
+    #   memory: 3G
+
+jupyter:
+  name: jupyter
+  enabled: true
+  image:
+    repository: "daskdev/dask-notebook"
+    tag: "0.17.1"
+    pullPolicy: IfNotPresent
+  replicas: 1
+  serviceType: "LoadBalancer"
+  servicePort: 80
+  password: 'sha1:aae8550c0a44:9507d45e087d5ee481a5ce9f4f16f37a0867318c'  # 'dask'
+  env:
+    # - name: EXTRA_CONDA_PACKAGES
+    #   value: numba xarray -c conda-forge
+    # - name: EXTRA_PIP_PACKAGES
+    #   value: s3fs dask-ml --upgrade
+  resources: {}
+    # limits:
+    #   cpu: 2
+    #   memory: 6G
+    # requests:
+    #   cpu: 2
+    #   memory: 6G