# Blog Comments **URL:** https://discuss.dvc.org/c/blog-discussions/5.md [Latest](https://discuss.dvc.org/latest.md) · [Categories](https://discuss.dvc.org/categories.md) --- ## [About the Blog Comments category](https://discuss.dvc.org/t/about-the-blog-comments-category/302)
**Author:** [@Sveta](https://discuss.dvc.org/u/Sveta)\ **Replies:** 0
A place to discuss articles from our DVC blog. --- ## [Building a GitOps ML Model Registry with DVC and GTO](https://discuss.dvc.org/t/building-a-gitops-ml-model-registry-with-dvc-and-gto/1405)
**Author:** [@shcheklein](https://discuss.dvc.org/u/shcheklein)\ **Replies:** 7\ **Last updated:** [November 15, 2024, 11:36pm UTC](https://discuss.dvc.org/t/building-a-gitops-ml-model-registry-with-dvc-and-gto/1405 "2024-11-15T23:36:26Z")
A model registry is a tool to catalog ML models and theirs versions. Models from your data science projects can be discovered, tested, shared, deployed, and audited from there. Learn how to build a model registry in a … --- ## [Blog: As Gen AI Fever Fades - Time to Prioritize Robust Engineering Over Overblown Promises](https://discuss.dvc.org/t/blog-as-gen-ai-fever-fades-time-to-prioritize-robust-engineering-over-overblown-promises/2270)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [October 23, 2024, 7:51pm UTC](https://discuss.dvc.org/t/blog-as-gen-ai-fever-fades-time-to-prioritize-robust-engineering-over-overblown-promises/2270 "2024-10-23T19:51:13Z")
We’d love to learn your thoughts on this blog post: https://datachain.ai/blog/robust-engineering-over-overblown-promises --- ## [Syncing Data to GCP Storage](https://discuss.dvc.org/t/syncing-data-to-gcp-storage/1237)
**Author:** [@milecia](https://discuss.dvc.org/u/milecia)\ **Replies:** 2\ **Last updated:** [October 22, 2024, 4:28pm UTC](https://discuss.dvc.org/t/syncing-data-to-gcp-storage/1237 "2024-10-22T16:28:15Z")
Feel free to leave comments and ask questions about @milecia’s post on syncing data to GCP Storage with DVC! https://dvc.org/blog/using-gcp-remotes-in-dvc --- ## [Enforcing JSON Outputs in Commercial LLMs](https://discuss.dvc.org/t/enforcing-json-outputs-in-commercial-llms/2264)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [October 18, 2024, 4:23pm UTC](https://discuss.dvc.org/t/enforcing-json-outputs-in-commercial-llms/2264 "2024-10-18T16:23:20Z")
:pray: Please leave your feedback/comments here for this blog post! --- ## [You Do the Math: Fine-Tuning Multimodal Models (CLIP) to Match Cartoon Images to Joke Captions](https://discuss.dvc.org/t/you-do-the-math-fine-tuning-multimodal-models-clip-to-match-cartoon-images-to-joke-captions/2263)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [October 18, 2024, 4:17pm UTC](https://discuss.dvc.org/t/you-do-the-math-fine-tuning-multimodal-models-clip-to-match-cartoon-images-to-joke-captions/2263 "2024-10-18T16:17:50Z")
:pray: Please leave your feedback/questions here for this blog post! --- ## [Scalable PDF Document Processing with DataChain and Unstructured.io](https://discuss.dvc.org/t/scalable-pdf-document-processing-with-datachain-and-unstructured-io/2261)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [October 18, 2024, 3:57pm UTC](https://discuss.dvc.org/t/scalable-pdf-document-processing-with-datachain-and-unstructured-io/2261 "2024-10-18T15:57:19Z")
:pray: Please share your feedback or question on this blog post: --- ## [Post Modern AI Data Stack](https://discuss.dvc.org/t/post-modern-ai-data-stack/2262)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [October 18, 2024, 4:08pm UTC](https://discuss.dvc.org/t/post-modern-ai-data-stack/2262 "2024-10-18T16:08:52Z")
:pray: Please leave your feedback/comments/questions on this blog post! --- ## [Syncing Data to Azure Blob Storage](https://discuss.dvc.org/t/syncing-data-to-azure-blob-storage/1212)
**Author:** [@milecia](https://discuss.dvc.org/u/milecia)\ **Replies:** 2\ **Last updated:** [April 18, 2024, 2:26pm UTC](https://discuss.dvc.org/t/syncing-data-to-azure-blob-storage/1212 "2024-04-18T14:26:21Z")
Feel free to leave comments and ask questions about @milecia’s post on syncing data to Azure Blob Storage with DVC! --- ## [Training and saving models with CML on a self-hosted AWS EC2 runner](https://discuss.dvc.org/t/training-and-saving-models-with-cml-on-a-self-hosted-aws-ec2-runner/1155)
**Author:** [@Rob](https://discuss.dvc.org/u/Rob)\ **Replies:** 1\ **Last updated:** [February 13, 2024, 5:10pm UTC](https://discuss.dvc.org/t/training-and-saving-models-with-cml-on-a-self-hosted-aws-ec2-runner/1155 "2024-02-13T17:10:18Z")
Feel free to leave comments and ask questions about @Rob’s post on training and saving models with self-hosted runners! --- ## [Tuning Hyperparameters with Reproducible Experiments](https://discuss.dvc.org/t/tuning-hyperparameters-with-reproducible-experiments/821)
**Author:** [@milecia](https://discuss.dvc.org/u/milecia)\ **Replies:** 4\ **Last updated:** [June 22, 2023, 1:40pm UTC](https://discuss.dvc.org/t/tuning-hyperparameters-with-reproducible-experiments/821 "2023-06-22T13:40:01Z")
Please leave comments and ask questions regarding @milecia’s post on hyperparameter tuning with experiments! --- ## [Blog: Managing OpenFOAM Physical Simulations with DVC, CML, and Studio (Part 2)](https://discuss.dvc.org/t/blog-managing-openfoam-physical-simulations-with-dvc-cml-and-studio-part-2/1620)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [April 24, 2023, 3:12pm UTC](https://discuss.dvc.org/t/blog-managing-openfoam-physical-simulations-with-dvc-cml-and-studio-part-2/1620 "2023-04-24T15:12:35Z")
In the second part we discuss how to utilize cloud computing resources and visualize simulation data with CML and Iterative Studio. To be published week of April 24, 2023. --- ## [Testing external contributions using GitHub Actions secrets](https://discuss.dvc.org/t/testing-external-contributions-using-github-actions-secrets/1613)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [April 20, 2023, 4:20pm UTC](https://discuss.dvc.org/t/testing-external-contributions-using-github-actions-secrets/1613 "2023-04-20T16:20:43Z")
Testing external open source contributors’ pull requests using GitHub Actions secrets is no easy feat, but we’ve found a way of doing so securely and without sacrificing convenience. For all your comments and questions … --- ## [Managing OpenFOAM Physical Simulations with DVC, CML, and Studio (Part 1)](https://discuss.dvc.org/t/managing-openfoam-physical-simulations-with-dvc-cml-and-studio-part-1/1602)
**Author:** [@shcheklein](https://discuss.dvc.org/u/shcheklein)\ **Replies:** 0\ **Last updated:** [April 15, 2023, 11:26pm UTC](https://discuss.dvc.org/t/managing-openfoam-physical-simulations-with-dvc-cml-and-studio-part-1/1602 "2023-04-15T23:26:58Z")
In the series of blog posts we discuss the challenges of using OpenFOAM for computational fluid dynamics simulations, as well as the benefits of using DVC, CML, and Iterative Studio for data versioning, experiment manage… --- ## [Track computer vision experiments in real-time with DVCLive in Iterative Studio](https://discuss.dvc.org/t/track-computer-vision-experiments-in-real-time-with-dvclive-in-iterative-studio/1478)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [January 30, 2023, 6:01am UTC](https://discuss.dvc.org/t/track-computer-vision-experiments-in-real-time-with-dvclive-in-iterative-studio/1478 "2023-01-30T06:01:13Z")
DVCLive Metrics Release blog post for Iterative Studio due out February 7, 2023! Please post any questions or comments on the blog piece here. --- ## [End-to-end Batch Scoring Applications with DVC and Airflow](https://discuss.dvc.org/t/end-to-end-batch-scoring-applications-with-dvc-and-airflow/1555)
**Author:** [@shcheklein](https://discuss.dvc.org/u/shcheklein)\ **Replies:** 0\ **Last updated:** [March 12, 2023, 1:15am UTC](https://discuss.dvc.org/t/end-to-end-batch-scoring-applications-with-dvc-and-airflow/1555 "2023-03-12T01:15:49Z")
A tutorial on how to run ML experiments, train models, and apply best MLOps practices for batch scoring applications. --- ## [CML self hosted runners on demand with GPUs](https://discuss.dvc.org/t/cml-self-hosted-runners-on-demand-with-gpus/462)
**Author:** [@elle](https://discuss.dvc.org/u/elle)\ **Replies:** 5\ **Last updated:** [March 16, 2023, 10:06am UTC](https://discuss.dvc.org/t/cml-self-hosted-runners-on-demand-with-gpus/462 "2023-03-16T10:06:11Z")
--- ## [DVC Cloud Versioning Blog Post](https://discuss.dvc.org/t/dvc-cloud-versioning-blog-post/1530)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [February 16, 2023, 9:25pm UTC](https://discuss.dvc.org/t/dvc-cloud-versioning-blog-post/1530 "2023-02-16T21:25:37Z")
This topic is for questions and comments regarding the upcoming blog post Organize Your Storage with DVC Cloud Versioning to be released February 22, 2023! --- ## [💗 January '23 Heartbeat](https://discuss.dvc.org/t/january-23-heartbeat/1456)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [January 9, 2023, 8:11pm UTC](https://discuss.dvc.org/t/january-23-heartbeat/1456 "2023-01-09T20:11:01Z")
This topic is for comments and questions regarding the January '23 Heartbeat Community blog post to be published January 17th. --- ## [Feature Release: Instant Experiment Tracking: Just Add DVC](https://discuss.dvc.org/t/feature-release-instant-experiment-tracking-just-add-dvc/1415)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [December 14, 2022, 8:36pm UTC](https://discuss.dvc.org/t/feature-release-instant-experiment-tracking-just-add-dvc/1415 "2022-12-14T20:36:53Z")
Please add any comments or questions regarding this blog post here. Publish date: December 15, 2022. --- ## [💗 December '22 Heartbeat](https://discuss.dvc.org/t/december-22-heartbeat/1407)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [December 9, 2022, 8:44pm UTC](https://discuss.dvc.org/t/december-22-heartbeat/1407 "2022-12-09T20:44:55Z")
This topic is for any questions or discussion around the December '22 Heartbeat blog post to be published December 16, 2022. --- ## [💗 November '22 Heartbeat](https://discuss.dvc.org/t/november-22-heartbeat/1385)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [November 14, 2022, 12:11pm UTC](https://discuss.dvc.org/t/november-22-heartbeat/1385 "2022-11-14T12:11:45Z")
Please leave any questions or comments here for the November '22 Heartbeat. It will be out on November 19th. --- ## [Deploy ML models to k8s and SageMaker with a single line of code](https://discuss.dvc.org/t/deploy-ml-models-to-k8s-and-sagemaker-with-a-single-line-of-code/1371)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [October 26, 2022, 9:05pm UTC](https://discuss.dvc.org/t/deploy-ml-models-to-k8s-and-sagemaker-with-a-single-line-of-code/1371 "2022-10-26T21:05:33Z")
For discussions on the upcoming blog post: “Deploy ML models to k8s and SageMaker with a single line of code,” due October 31st. --- ## [💗 Heartbeat October '22](https://discuss.dvc.org/t/heartbeat-october-22/1367)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [October 21, 2022, 3:59pm UTC](https://discuss.dvc.org/t/heartbeat-october-22/1367 "2022-10-21T15:59:10Z")
For questions and discussion around the October '22 Heartbeat blog post! October '22 Heartbeat --- ## [September '22 💗 Heartbeat](https://discuss.dvc.org/t/september-22-heartbeat/1336)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [September 11, 2022, 11:55pm UTC](https://discuss.dvc.org/t/september-22-heartbeat/1336 "2022-09-11T23:55:53Z")
Topic set for questions and discussion around the September Heartbeat to be published September 15, 2022. --- ## [August ‘22 Community Gems](https://discuss.dvc.org/t/august-22-community-gems/1314)
**Author:** [@shcheklein](https://discuss.dvc.org/u/shcheklein)\ **Replies:** 0\ **Last updated:** [September 1, 2022, 12:56am UTC](https://discuss.dvc.org/t/august-22-community-gems/1314 "2022-09-01T00:56:13Z")
Check out this month’s roundup of technical Q&As from the Iterative tools community! --- ## [August 2022 💗 Heartbeat](https://discuss.dvc.org/t/august-2022-heartbeat/1298)
**Author:** [@jendefig](https://discuss.dvc.org/u/jendefig)\ **Replies:** 0\ **Last updated:** [August 14, 2022, 4:39pm UTC](https://discuss.dvc.org/t/august-2022-heartbeat/1298 "2022-08-14T16:39:23Z")
Let us know your thoughts about the August '22 Heartbeat! What would you like to see more of? --- ## [CML cloud runners for model training in Bitbucket Pipelines](https://discuss.dvc.org/t/cml-cloud-runners-for-model-training-in-bitbucket-pipelines/1309)
**Author:** [@Rob](https://discuss.dvc.org/u/Rob)\ **Replies:** 0\ **Last updated:** [August 25, 2022, 9:16am UTC](https://discuss.dvc.org/t/cml-cloud-runners-for-model-training-in-bitbucket-pipelines/1309 "2022-08-25T09:16:05Z")
Feel free to leave comments and ask questions about @rob’s post on CML and Bitbucket runners. --- ## [Converting a Jupyter Notebook to a DVC Project](https://discuss.dvc.org/t/converting-a-jupyter-notebook-to-a-dvc-project/1305)
**Author:** [@milecia](https://discuss.dvc.org/u/milecia)\ **Replies:** 0\ **Last updated:** [August 19, 2022, 9:21pm UTC](https://discuss.dvc.org/t/converting-a-jupyter-notebook-to-a-dvc-project/1305 "2022-08-19T21:21:37Z")
Feel free to leave comments and ask questions about @milecia’s post on converting a Jupyter Notebook to a DVC project! --- ## [Iterative Studio Model Registry](https://discuss.dvc.org/t/iterative-studio-model-registry/1267)
**Author:** [@tapadipti](https://discuss.dvc.org/u/tapadipti)\ **Replies:** 0\ **Last updated:** [July 26, 2022, 12:38pm UTC](https://discuss.dvc.org/t/iterative-studio-model-registry/1267 "2022-07-26T12:38:26Z")
Use your Git repositories to build a model registry with model versioning, lineage, and lifecycle management. With Iterative Studio, have the who, what, why, where and when questions of your team’s model production at yo… [Next page](https://discuss.dvc.org/c/blog-discussions/5.md?page=1)