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.
Enforcing JSON Outputs in Commercial LLMs
The results of our tests on the structured outputs of Google Gemini Pro, Anthropic Claude, and OpenAI GPT. DataChain used for evaluation.
Announcing DataChain
Introducing DataChain - a new open-source tool to curate and process unstructured data using local ML models, and LLM calls.
Dataset Factory - A Toolchain for Generative Computer Vision Datasets
Learn about our latest approach to mastering your Unstructured Data and metadata.
Tutorial: Scalable and Distributed ML Workflows with DVC and Ray on AWS (Part 2)
Need to setup DVC to work with Ray Cluster on AWS? This tutorial has you covered!
Tutorial: Scalable and Distributed ML Workflows with DVC and Ray (Part 1)
This tutorial introduces you to integrating DVC (Data Version Control) with Ray, turning them into your go-to toolkit for creating automated, scalable, and distributed ML pipelines.
Running DVC on a SLURM cluster
Learn how Exscientia uses DVC experiments on a cloud-deployed SLURM cluster to scale their ML experimentation.
Tutorial: Automate Data Validation and Model Monitoring Pipelines with DVC and Evidently
Ensuring your machine learning models remain precise and efficient as time progresses, and verifying that your data consistently reflects the real-world scenario.