Add Chart Docs to Main README

README.md

@@ -6,8 +6,8 @@
 [![CodeQL](https://github.com/intel/ai-containers/actions/workflows/github-code-scanning/codeql/badge.svg)](https://github.com/intel/ai-containers/actions/workflows/github-code-scanning/codeql)
 [![pre-commit.ci status](https://results.pre-commit.ci/badge/github/intel/ai-containers/main.svg)](https://results.pre-commit.ci/latest/github/intel/ai-containers/main)
 [![Test Runner CI](https://github.com/intel/ai-containers/actions/workflows/test-runner-ci.yaml/badge.svg)](https://github.com/intel/ai-containers/actions/workflows/test-runner-ci.yaml)
-[![Weekly Tests](https://github.com/intel/ai-containers/actions/workflows/weekly-test.yaml/badge.svg)](https://github.com/intel/ai-containers/actions/workflows/weekly-test.yaml)
 [![Helm Chart CI](https://github.com/intel/ai-containers/actions/workflows/chart-ci.yaml/badge.svg)](https://github.com/intel/ai-containers/actions/workflows/chart-ci.yaml)
+[![Weekly Tests](https://github.com/intel/ai-containers/actions/workflows/weekly-test.yaml/badge.svg)](https://github.com/intel/ai-containers/actions/workflows/weekly-test.yaml)
 
 This repository contains Dockerfiles, scripts, yaml files, Helm charts, etc. used to scale out AI containers with versions of TensorFlow and PyTorch that have been optimized for Intel platforms. Scaling is done with python, Docker, kubernetes, kubeflow, cnvrg.io, Helm, and other container orchestration frameworks for use in the cloud and on-premise.
 
@@ -80,6 +80,44 @@ PACKAGE_OPTION=idp python test-runner/test_runner.py -f pytorch/tests/tests.yaml
 > [!TIP]
 > To test a container built by GitHub Actions CI/CD, find the `run number` associated with the workflow run and set the `GITHUB_RUN_NUMBER` environment variable during execution to pull the desired image.
 
+## Deploy Containers
+
+### Install [Helm](https://helm.sh/docs/intro/install/)
+
+This assumes you've setup [kubectl](https://kubernetes.io/docs/tasks/tools/#kubectl) and have a `KUBECONFIG`.
+
+```bash
+curl -fsSL -o get_helm.sh https://raw.githubusercontent.com/helm/helm/main/scripts/get-helm-3 && \
+chmod 700 get_helm.sh && \
+./get_helm.sh
+```
+
+### Deploy a Helm Chart
+
+```bash
+cd workflows/charts
+# Select a Chart and check its README for a list of customization options and other steps required.
+helm install <name> \
+  --namespace=<namespace> \
+  --set <key>=<value> \
+  <chart-folder>
+```
+
+### Test a Helm Chart
+
+Install [Chart Testing](https://github.com/helm/chart-testing).
+
+```bash
+pip install -r workflows/charts/dev-requirements.txt
+brew install chart-testing
+```
+
+Utilize the `ct` CLI to run `helm lint`, `helm install`, and `helm test`.
+
+```bash
+ct lint-and-install --namespace=<namespace> --config .github/ct.yaml --charts workflow/charts/<chart>
+```
+
 ## Troubleshooting
 
 - See the [Docker Troubleshooting Article](https://docs.docker.com/engine/install/troubleshoot/).