Iterative Blog
Find here DataChain and DVC news, findings, interesting reads, community takeaways, deep dive into machine learning workflows from data versioning and processing to model productionization.
Deploy Computer Vision Models Faster and Easier
One command to serve CV models from your laptop in the cloud 🚀
January '23 Heartbeat
Monthly updates are here! Great content from the Community, including a new tutorial video on MLEM and shout out from Tryolabs for MLEM, great new tutorial on DVC, Casper da Costa-Luis' video on CML from MLOps Summit and more! Happy 2023!
December '22 Heartbeat
Monthly updates are here! Great content from the Community, including a DVC extension for VS Code tutorial, sweet MLOps guide, framework agnostic ml pipeline with DVC and non-Python apps to integrate ML models with MLEM. Welcome to December!
Instant Experiment Tracking: Just Add DVC!
Experiment tracking in DVC with a few lines of Python.
Building a GitOps ML Model Registry with DVC and GTO
Got your data and model versioning down? ✅ Learn how to take your projects to the next level by creating a model registry right in your project's Git repo
November '22 Heartbeat
Monthly updates are here! NLP will have a bigger impact than Computer vision? WDYT? Dmitry speaks at Github Universe, MLEM new deployment features, SOC 2 Type 1 compliance, more events, and great Community content. Welcome to November!
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.
