DVC AI Blog
Find here DVC AI news, findings, interesting reads, community takeaways, deep dive into machine learning workflows from data versioning and processing to model productionization.
Iterative Achieves SOC 2 Type 1 Compliance
We are proud to announce our SOC 2 Type 1 compliance today. Here we reveal our top 5 learnings from the process.
Deploy ML models to k8s and SageMaker with a single line of code
MLEM takes the evil configs out of Kubernetes and SageMaker to make your life easier just in time for Halloween 🎃
From Jupyter Notebook to DVC pipeline for reproducible ML experiments
In this guide we will take a Jupyter Notebook and use Papermill to turn it into a simple, one-stage DVC pipeline.
October '22 Heartbeat
Monthly updates are here! Andrew Ng on Democratizing AI with a Data Centric approach, White House Blueprint for AI Bill of Rights, loads of content from the community, Nadia Nahar Meetup video and more! Welcome to October!
Iterative x Hacktoberfest 2022
Hacktoberfest is already started and waiting for new contributors!
DVC and Hydra integration
Use Hydra and DVC in the same project and benefit from the best of both tools.
September '22 Heartbeat
Monthly updates are here! Food for thought on Meta's Wikipedia fact checker and the EU AI Act, creating an artifact registry with GTO, MLOps course materials from DTU, a new O'Reilly course, and more! Welcome to September!
CML Cloud Runners for Model Training in Bitbucket Pipelines
Use CML from a Bitbucket pipeline to provision an AWS EC2 instance and (re)train a machine learning model.
August '22 Community Gems
A roundup of technical Q&A's from the DVC community. This month: explaining DVC versioning mechanism, some tricks with pipelines and CML action, visualizing plots in VS Code extension.
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