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aws-samples/easy-ml-pocs

Easy ML PoCs

Easy Machine Learning Proof of Concepts Easy ML PoCs is a website/tool for use by people who need help navigating the AI/ML stack on AWS for their custom use cases. Customers who typically find it difficult to

General instructions:

  • The only thing you will have to touch, really, is the content folder. Add/ clone/ modify existing folders and .md markdown files.

  • To test locally, go to the root folder and do a 'hugo serve' and then head to localhost (link will be printed out in the output.

  • Commit and push once you are ready and the website will be built.

  • Do a PR for major changes, push directly for minor ones.

Add useful examples and organize within chapters

Then, create content pages inside the previously created chapter. Here are two ways to create content in a chapter with this hugo template:

hugo new chapter/first-content.md

hugo new chapter/second-content/_index.md

So how do you use this to contribute examples?

If you want to contribute code:

  1. Ask for access and clone repo
  2. Select between preprocessing, training and inference
  3. based on your selection above, create a new index file under this chapter and edit away. For example, to create a new preprocessing sub-chapter for personalize, do:

`hugo new preprocessing/personalize/_index.md'

  1. Push update and wait for build

Syntax-highlighting code blocks

Insert code samples in a `{{< highlight >}}' block as shown below:

`{{< highlight python >}} INSERT CODE HERE {{< /highlight >}}''


This gives you some more control like highlighting lines within an included code block.

Alternatively, use the simple git syntax

INSERT CODE HERE

License

MIT-0

Note on linked datasets

The "use cases" section uses the following chest xray dataset:

"Kermany, Daniel; Zhang, Kang; Goldbaum, Michael (2018), “Labeled Optical Coherence Tomography (OCT) and Chest X-Ray Images for Classification”, Mendeley Data, v2" used in examples under CC BY 4.0.

used in example uses cases and tutorials

Remember to remove draft mode

On the page you edited, mark draft: false (will be true by default)

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