Product updates, news, tutorials, integrations, and deep dives.
DVC
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!
August '22 Heartbeat
Monthly updates are here! Phenomenal new posdcast, DVC with MinIO, Semantic similarity, DVC for Kaggle, new Model Registry in Studio, first Iterative Internal Hackathon and more! Welcome to August!
Serving Machine Learning Models with MLEM
Once you have a machine learning model that's ready for production, getting it out can be complicated. In this tutorial, we're going to use MLEM to deploy a model as a web API.
July '22 Heartbeat
What a couple months it's been! This month you will find lots that's happening in IRL conferences again and in case you missed it, we've had some new, exciting releases! In addtion you'll find a guide to migrate from Git-LFS to DVC, the first Community piece on MLEM, and demo videos. Welcome to July!
Syncing Data to GCP Storage Buckets
We're going to set up a GCP storage bucket remote in a DVC project.