Blog studio clean-up and updates (#5461)

* removing studio references and videos

* update with newsletter links

* formatted maybe

* one more

* back to january 2022

* next batch

Author: jendefig

content/blogs/2022-01-31-january-22-community-gems.md

@@ -3,15 +3,14 @@ title: January '22 Community Gems
 date: 2022-01-31
 description: >
   A roundup of technical Q&A's from the DVC and CML communities. This month: DVC
-  Studio data, DVC for non-ML projects, getting started with CML, and more.
+  for non-ML projects, getting started with CML, and more.
 descriptionLong: >
   A roundup of technical Q&A's from the DVC and CML communities. This month: DVC
-  Studio data, DVC for non-ML projects, getting started with CML, and more.
+  for non-ML projects, getting started with CML, and more.
 picture: 2022-01-31/jan-community-gems.png
 author: milecia_mcgregor
 commentsUrl: https://discuss.dvc.org/t/january-22-community-gems/1020
 tags:
-  - DataChain Studio
   - CML
   - DVC Remotes
   - Pipelines
@@ -174,23 +173,12 @@ Or you can check out the videos on
 
 And of course, you can always ask questions in the Discord community!
 
-### [I understand that DVC Studio is a discoverability layer over my DVC repo in GitHub. Will any of my data be stored on your servers?](https://discord.com/channels/485586884165107732/841856466897469441/923714473603256420)
-
-This is a great question about DVC Studio from @johnnyaug!
-
-DVC Studio only stores metrics, plots, and metadata about your pipelines in the
-databases to be able to serve this as a table. We don't read actual data and we
-don't store code.
-
-An important thing to note is that if you have plots from `dvc plots show` that
-are images, JSON files, or vega specs, those could be saved on our end as well
-to serve them to UI.
-
-We're working on documentation for this as well!
-
 ---
 
 ![The Lord Of The Rings GIF](https://media.giphy.com/media/zCME2Cd20Czvy/giphy.gif)
 
 [Join us in Discord](https://discord.com/invite/dvwXA2N) to get all your DVC and
 CML questions answered!
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!

content/blogs/2022-02-28-february-22-community-gems.md

@@ -57,18 +57,6 @@ Check out
 [this open issue with experiments](https://github.com/iterative/dvc/issues/6181)
 for more details and to provide feedback.
 
-### [Is there an easy way to visualize DVC experiment results without using the command line?](https://discord.com/channels/485586884165107732/485596304961962003/930150143259459644)
-
-Good question @LucZ[Mad]!
-
-If you bring those experiments into your regular Git workflow, e.g. using
-`dvc exp branch` to create a branch for any experiment you want to share, you
-could use [DVC Studio](https://studio.datachain.ai/) to visualize them.
-
-We're working on support for viewing any pushed experiments in Studio right now
-so if there's anything you want to see, make sure to comment on and follow
-[this issue](https://github.com/iterative/studio-support/issues/45).
-
 ### [Can CML self-hosted runners stop the instance after the idle timeout instead of terminating?](https://discord.com/channels/485586884165107732/728693131557732403/933674203796873226)
 
 This is another fantastic question from @jotsif!
@@ -83,23 +71,6 @@ However, if you're trying to preserve data (e.g. cache dependencies to speed up
 experimentation time) on an AWS EC2 instance, you could
 [connect persistent AWS S3 remote storage](https://aws.amazon.com/premiumsupport/knowledge-center/s3-transfer-data-bucket-instance/).
 
-### [What's the difference between DVC Studio free and enterprise versions?](https://discord.com/channels/485586884165107732/841856466897469441/933324508570472497)
-
-Thanks for asking @Abdi!
-
-You can find more info about the different
-[DVC Studio tiers here](https://studio.datachain.ai/#pricing).
-
-The _Free_ tier has all the features most individual users need, like connecting
-to ML repositories, creating views, submitting experiments, and generating
-plots. The _Teams_ tier allows you to create large teams for better
-collaboration and sharing of views and settings with everyone. The _Enterprise_
-tier is more for needs around compliance, dedicated support, and on-premise
-installation.
-
-If you are trying to decide which plan to select, please email us at
-`[email protected]` and we'll help you figure it out based on your needs.
-
 ### [How can I use one `dvc.yaml` file with multiple pipeline folders with different `params.yaml` files?](https://discord.com/channels/485586884165107732/485596304961962003/939099847288578079)
 
 @louisv, thanks for this question!
@@ -122,26 +93,6 @@ stages:
         - ${item}.cln
 ```
 
-### [Is it possible to change the x-label in DVC Studio?](https://discord.com/channels/485586884165107732/841856466897469441/938857004187943003)
-
-A great question about Studio from @PythonF!
-
-You can set custom properties for your plot in your `dvc.yaml` like this:
-
-```yaml
-plots:
-  - plots_no_cache.csv:
-      cache: false
-      x: r
-```
-
-You can also use `dvc plots modify` to change the x-label or y-label for your
-plots using commands similar to the following.
-
-```dvc
-$ dvc plots modify plots_no_cache.csv -x r -y q
-```
-
 ---
 
 ![Done Tyler The Creator GIF](https://media.giphy.com/media/h5Ct5uxV5RfwY/giphy.gif)
@@ -153,3 +104,6 @@ to stay up to date with specifics as we get closer to the event!
 
 [Join us in Discord](https://discord.com/invite/dvwXA2N) to get all your DVC and
 CML questions answered!
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!

content/blogs/2022-03-17-march-22-heartbeat.md

@@ -32,7 +32,6 @@ tags:
   - Heartbeat
   - DVC
   - CML
-  - DataChain Studio
   - Twine.net
   - Git
 ---
@@ -353,3 +352,6 @@ _Do you have any use case questions or need support? Join us in
 
 _Head to the [DVC Forum](https://discuss.dvc.org/) to discuss your ideas and
 best practices._
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!

content/blogs/2022-03-30-march-22-community-gems.md

@@ -98,3 +98,6 @@ within the
 
 [Join us in Discord](https://discord.com/invite/dvwXA2N) to get all your DVC and
 CML questions answered!
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!

content/blogs/2022-03-31-stale-models.md

@@ -48,22 +48,20 @@ production, preventing stale ones from lingering too long.
 We'll be working with a project from
 [Evidently.ai](https://evidentlyai.com/blog/tutorial-1-model-analytics-in-production)
 that demonstrates what it would be like to work with a production model that
-experiences data drift over time. We'll take this to the next level by adding
-some automation with a DVC pipeline and share the results with others using DVC
-Studio.
+experiences data drift over time. Then we'll take this to the next level by
+adding some automation with a DVC pipeline.
 
 So we'll start by cloning
 [this repo for the project](https://github.com/iterative/stale-model-example).
 This project is based on the one created by
 [evidently.ai](https://github.com/evidentlyai/evidently/blob/main/examples/data_stories/bicycle_demand_monitoring.ipynb)
 with some modifications to work with DVC and different datasets.
 
-The reason we're adding DVC and Studio to this project is to automate the way
-our model evaluation pipeline runs and to version our data as we get new data.
-We'll be able to share and review the results for each experiment run we do. One
-of the big problems in machine learning is collaboration, so making it easier to
-share models, data, and results can save your team a lot of time and
-frustration.
+The reason we're adding DVC to this project is to automate the way our model
+evaluation pipeline runs and to version our data as we get new data. We'll be
+able to share and review the results for each experiment run we do. One of the
+big problems in machine learning is collaboration, so making it easier to share
+models, data, and results can save your team a lot of time and frustration.
 
 ## Set up data drift reports
 
@@ -200,20 +198,6 @@ like this model has a different set of hyperparameters that perform well. Now
 that we have all of the experiments with both the old and new datasets, this is
 a good time to share the results with your coworkers and get some feedback.
 
-## Viewing experiment results in DVC Studio
-
-Because we already have DVC set up in this project, we can run as many
-experiments as we need to, and it will track which datasets we're working with,
-the code changes that we make, and it'll let us look at all the results from
-each experiment in Studio.
-
-If you go to [Iterative Studio](https://studio.datachain.ai/), you'll be
-prompted to connect to your GitHub/GitLab account and you'll be able to choose
-the repo for this project. Once you're connected, you should be able to see all
-the experiments you've pushed to your Git history.
-
-![example of plots and results in DVC Studio](../uploads/images/2022-03-31/stale_models_in_studio.png)
-
 You can give others on your team access to this, and they'll be able to run new
 experiments and see the results right in the browser. This is a great tool to
 use to discuss the next best steps in your model training before you're ready to
@@ -233,3 +217,8 @@ Now you just have to keep an eye on this new model to make sure that it does
 stray too far from the results you expect. This is one of the processes you can
 use to keep your production models from going stale. You could even automate
 some parts of this process if you know what your thresholds are!
+
+---
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!

content/blogs/2022-04-15-april-22-heartbeat.md

@@ -338,3 +338,6 @@ _Do you have any use case questions or need support? Join us in
 
 _Head to the [DVC Forum](https://discuss.dvc.org/) to discuss your ideas and
 best practices._
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!

content/blogs/2022-04-26-CML-runners-saving-models-1.md

@@ -319,3 +319,8 @@ latest version of our model into production. This step might be conditional on
 the performance of the model; we could decide to only start using it in
 production if it performs better than previous iterations. All of this warrants
 a guide of its own, however, so look out for that in the future! 😉
+
+---
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!

content/blogs/2022-04-27-terraform-provider.md

@@ -125,3 +125,8 @@ If you’d like to try the Iterative Provider in your project, check out the
 documentation on the provider’s page in the Terraform registry, and if you have
 any questions or suggestions, we welcome them in our
 [GitHub repository.](https://github.com/iterative/terraform-provider-iterative)
+
+---
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!

content/blogs/2022-04-28-april-22-community-gems.md

@@ -76,20 +76,6 @@ that the restarted workflow will use previous results (e.g. use
 https://dvc.org/doc/user-guide/experiment-management/checkpoints#caching-checkpoints
 and https://github.com/iterative/dvc/issues/6823)
 
-### [When running an experiment from the web interface with DVC, is there any way to get the new metrics to show on the commit created by Iterative Studio for the experiment?](https://discord.com/channels/485586884165107732/841856466897469441/957931058639306772)
-
-Awesome question about Studio from @Benjamin-Etheredge!
-
-In order to show the experiment results in Studio, you would have to commit and
-push the results as part of your CI (continuous integration) action. Here's an
-[example GitHub action script](https://github.com/iterative/demo-fashion-mnist/blob/main/.github/workflows/cml.yaml)
-that does this.
-
-We do understand that it is not ideal that there are 2 commits, one with your
-changes and one with the results. We have been thinking about how this can be
-improved and it would be great to hear if you have
-[any thoughts/ideas](https://github.com/iterative/studio-support/)!
-
 ### [Is there a way to get DVC to import from a private repository?](https://discord.com/channels/485586884165107732/485596304961962003/964204106824695868)
 
 Good question from @qubvel!
@@ -126,3 +112,6 @@ to stay up to date with specifics as we get closer to the event!
 
 [Join us in Discord](https://discord.com/invite/dvwXA2N) to get all your DVC and
 CML questions answered!
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!

content/blogs/2022-05-03-end-to-end-computer-vision-api-part-1-data-versioning-and-ml-pipelines.md

@@ -35,7 +35,6 @@ tags:
   - Computer Vision
   - DVC
   - CML
-  - Studio
   - CI/CD
   - Experiment Tracking
   - Tutorial
@@ -311,3 +310,8 @@ In the second part, we’ll see how to get the most out of experiment tracking a
 management by seamlessly integrating [DVC](https://github.com/iterative/dvc),
 [DVCLive](https://github.com/iterative/dvclive), and
 [Iterative Studio](https://studio.datachain.ai/).
+
+---
+
+📰 [Join our Newsletter](https://share.hsforms.com/1KRL5_dTbQMKfV7nDD6V-8g4sbyq)
+to stay up to date with news and contributions from the Community!