CML blog post #1532

dmpetrov · 2020-07-06T09:12:55Z

The release blogpost.

ToDo:

change the main image
fix the 1st report (DVC) image size

Please do not pay to much attention to the language, wording part and style. It was already polished and I'd like to keep it as is - it should be more a personal voice, not like in documentation.

elleobrien · 2020-07-06T17:11:43Z

I still think a block of npm install commands is super weird. Can't we just link folks to the base Docker image to see how it's done?

elleobrien · 2020-07-06T23:39:23Z

Instead of starting with "1. CI/CD for machine learning problems", let's take the text that's currently in the description and make that the intro to the post. This stuff here:

And then in the description, maybe something like:
Today we're launching Continuous Machine Learning (CML), a new open-source library for CI/CD with ML. Use it to automate parts of your development workflow, including model training and evaluation, comparing ML experiments across your project history, and monitoring changing datasets. Let's bring the power of DevOps to ML.

jorgeorpinel · 2020-07-06T23:45:03Z

content/blog/2020-07-07-cml-release.md

+   then is typical to have in CI/CD runners. CI/CD must be connected with cloud
+   computing instances or Kubernetes clusters for ML training.
+
+## 2. CI/CD for ML is the next step for DVC team


Suggested change

## 2. CI/CD for ML is the next step for DVC team

## 2. CI/CD for ML is the next step for the DVC team

jorgeorpinel · 2020-07-06T23:47:07Z

@shcheklein @rogermparent something really funny is happening in the review app. Click on any anchor (one of the headers) and the page disappears 🤔 E.g. https://dvc-landing-cml-release-fgagxo.herokuapp.com/blog/cml-release#1-cicd-for-machine-learning-problems loads a white page. I can't reproduce it in the blog on prod though.

UPDATE: It seems to be the number in the anchor link. Fails on prod as well.

jorgeorpinel · 2020-07-07T04:49:29Z

content/blog/2020-07-07-cml-release.md

+   - 4000+ regular users of DVC
+
+Now that DVC is maturing, we're ready to take the next step: we want to
+revolutionize ML development processes. We want ML experiments to have greater


Suggested change

revolutionize ML development processes. We want ML experiments to have greater

revolutionize the ML development processes. We want ML experiments to have greater

May need formatting

jorgeorpinel · 2020-07-07T04:53:28Z

content/blog/2020-07-07-cml-release.md

+have brought us to one conclusion again and again: CI/CD for ML is the holy
+grail.


Maybe link this

Suggested change

have brought us to one conclusion again and again: CI/CD for ML is the holy

grail.

have brought us to one conclusion again and again:

[CI/CD for ML](#3-continuous-machine-learning-release) is the holy grail.

so you can skip to #3 if needed? Not sure, I just think it takes a while to get to 3 where CML is introduced (but it's mentioned in the abstract so may not be a big deal).

jorgeorpinel · 2020-07-07T04:55:56Z

content/blog/2020-07-07-cml-release.md

+experiments, and more time building value. The goal is to extend the amazing
+results of DevOps from software development to ML and MLOps.
+
+## 3. Continuous Machine Learning release


I'd use italics here because upon first glance, it reads like "a continuous release of machine learning"

Suggested change

## 3. Continuous Machine Learning release

## 3. _Continuous Machine Learning_ release

Or

Suggested change

## 3. Continuous Machine Learning release

## 3. Continuous Machine Learning (CML) release

jorgeorpinel · 2020-07-07T04:57:11Z

content/blog/2020-07-07-cml-release.md

+
+## 3. Continuous Machine Learning release
+
+Today, we're releasing an open-source project https://CML.DEV to close the gap


Suggested change

Today, we're releasing an open-source project https://CML.DEV to close the gap

Today, we're releasing an open-source project https://cml.dev to close the gap

? Or CML.dev perhaps.

jorgeorpinel · 2020-07-07T04:59:09Z

content/blog/2020-07-07-cml-release.md

+1. Generate informative reports on every Pull/Merge Request with metrics, plots,
+   and hyperparameters changes.


with metrics, plots, and hyperparameters changes

Q: Are we talking about DVC params, metrics, and plots specifically? Or other formats are supported?

If it's DVC, maybe link to those cmd refs. or even say "DVC metrics, ..."

If it's DVC, maybe link to those cmd refs. or even say "DVC metrics, ..."

And/or link to #4-the-relationship-between-cml-and-dvc below.

no necessary DVC

jorgeorpinel · 2020-07-07T05:00:12Z

content/blog/2020-07-07-cml-release.md

+1. Generate informative reports on every Pull/Merge Request with metrics, plots,
+   and hyperparameters changes.
+2. Provision GPU\CPU resources from cloud service providers (**AWS, GCP, Azure,
+   Ali**) and deploy CI runners using **docker-machine**.


Suggested change

Ali**) and deploy CI runners using **docker-machine**.

Ali**) and deploy CI runners using

[`docker-machine`](https://github.com/docker/machine).

If the link is undesired, at least I think it goes better with backticks ` because it's a command. Or use the official name of the project, Docker Machine.

jorgeorpinel · 2020-07-07T05:03:19Z

content/blog/2020-07-07-cml-release.md

+3. Bring datasets from cloud storage to runners for model training (using
+   **DVC**), as well as save the resulting model in cloud storage.


Not sure here, depends on what you're trying to say but the meaning is quite different for each option:

Suggested change

3. Bring datasets from cloud storage to runners for model training (using

**DVC**), as well as save the resulting model in cloud storage.

3. Bring datasets from cloud storage to runners (using **DVC**) for model

training, as well as save the resulting model in cloud storage.

jorgeorpinel · 2020-07-07T05:06:43Z

content/blog/2020-07-07-cml-release.md

+https://github.com/iterative/cml
+
+For support and communications, the DVC Discord server is still the place to go:
+https://dvc.org/chat We've made a new `#cml` channel there to discuss CML, CI/CD


Should there be a cml.dev/chat redirect with an invite to the #cml channel on Discord? 🙂

well... might be later :)

jorgeorpinel · 2020-07-07T05:10:28Z

content/blog/2020-07-07-cml-release.md

+https://dvc.org/chat We've made a new `#cml` channel there to discuss CML, CI/CD
+for ML and other MLOps related questions.
+
+## 5. Conclusion


Completely up to you but are the numbers in each header useful? 🙂

I have no strong opinion at all but I think that's what's causing the anchor link bug (cc @rogermparent) — but that shouldn't prevent the author from using them if he prefers (we should fix the bug anyway).

dmpetrov · 2020-07-07T07:48:10Z

UPDATE: It seems to be the number in the anchor link. Fails on prod as well.

@jorgeorpinel I'm removing the numbers

CML blog post

8878a3f

shcheklein temporarily deployed to dvc-landing-cml-release-fgagxo July 6, 2020 09:13 Inactive

Cover image & small link fixes

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shcheklein temporarily deployed to dvc-landing-cml-release-fgagxo July 6, 2020 11:26 Inactive

cut the docker part & change dvc report image

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shcheklein temporarily deployed to dvc-landing-cml-release-fgagxo July 6, 2020 23:08 Inactive

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shcheklein temporarily deployed to dvc-landing-cml-release-fgagxo July 7, 2020 07:59 Inactive

dmpetrov merged commit 5e3b8fc into master Jul 7, 2020

dmpetrov deleted the cml_release branch July 7, 2020 08:36

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CML blog post #1532

CML blog post #1532

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dmpetrov Jul 7, 2020

jorgeorpinel Jul 7, 2020

dmpetrov commented Jul 7, 2020

	## 2. CI/CD for ML is the next step for DVC team
	## 2. CI/CD for ML is the next step for the DVC team

	revolutionize ML development processes. We want ML experiments to have greater
	revolutionize the ML development processes. We want ML experiments to have greater

		have brought us to one conclusion again and again: CI/CD for ML is the holy
		grail.

	## 3. Continuous Machine Learning release
	## 3. _Continuous Machine Learning_ release

	## 3. Continuous Machine Learning release
	## 3. Continuous Machine Learning (CML) release


		## 3. Continuous Machine Learning release

		Today, we're releasing an open-source project https://CML.DEV to close the gap

		1. Generate informative reports on every Pull/Merge Request with metrics, plots,
		and hyperparameters changes.

	Ali) and deploy CI runners using docker-machine**.
	Ali**) and deploy CI runners using
	[`docker-machine`](https://github.com/docker/machine).

		3. Bring datasets from cloud storage to runners for model training (using
		DVC), as well as save the resulting model in cloud storage.

CML blog post #1532

CML blog post #1532

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