Discover iterative/ldb Open Source project by Iterative (@iterative)

♾️ CML - Continuous Machine Learning | CI/CD for ML

13,294

cml

JavaScript

3,996

datachain

AI-dataframe to enrich, transform and analyze data from cloud storages for ML training and LLM apps

🐶 A tool to package, serve, and deploy any ML model on any platform. Archived to be resurrected one day🤞

757

mlem

Google Drive API Python wrapper library. Maintained fork of PyDrive.

717

PyDrive2

↔️ Automagic shell tab completion for Python CLI applications

565

shtab

📖 DVC website and documentation

362

dvc.org

☁️ Terraform plugin for machine learning workloads: spot instance recovery & auto-termination | AWS, GCP, Azure, Kubernetes

320

terraform-provider-iterative

288

vscode-dvc

Machine learning experiment tracking and data versioning with DVC extension for VS Code

187

example-get-started

Get started DVC project

📈 Log and track ML metrics, parameters, models with Git and/or DVC

167

dvclive

🏷️ Git Tag Ops. Turn your Git repository into Artifact Registry or Model Registry.

161

gto

A list of projects relying on Iterative.AI tools to achieve awesomeness

138

awesome-iterative-projects

dataset-registry

Dataset registry DVC project

magnetic-tiles-defect

Demo Computer Vision Project

example-get-started-experiments

Get started DVC project

course-ds-base

Demo DVC project training a classification model on tabular data

demo-bank-customer-churn

AITA dataset based on r/AmItheAsshole/

aita_dataset

setup-dvc

ldb-resources

mlem.ai

✨ Landing page for MLEM

example_cml

Accompanies the uncool MLOps workshop

workshop-uncool-mlops

GitHub Action for CML setup

setup-cml

SCM wrapper and fsspec filesystem for Git for use in DVC.

scmrepo

cml_base_case

Source code and generator scripts for example DVC projects

example-repos-dev

cml_cloud_case

dvc-bench

cml_dvc_case

dvc-data

DVC's data management subsystem

DVC integration plugin for Intellij IDEs including PyCharm, IntelliJ IDEA and CLion

intellij-dvc

Java

studio-support

❓ DVC Studio Issues, Question, and Discussions

pytest-servers

Create temporary directories on the various filesystems for testing

This repository contains auxiliary installation code for self-hosting Studio

studio-selfhosted

Hypermodern Python Cookiecutter

py-template

Workshop about DVC VSCode Extension

VSCode-DVC-Workshop

DVC Get Started Project with a focus on `dvc experiment` features.

example-dvc-experiments

🔗 CML website and documentation

cml.dev

dvcyaml-schema

Schema for dvc.yaml

dvc objects - contains filesystem and object-db level abstractions to use in dvc and dvc-data

dvc-objects

Data sets and ML models versioning example from DVC get started

example-versioning

Streamlit components for DVC

dvc-streamlit-components

A collection of self-contained fsspec-based filesystems

morefs

⛏️ Make a dent in GitHub issue & PR backlogs across repositories

priority-list

cml_tensorboard_case

dvc-s3

AWS S3 plugin for dvc

Demo of using DVC with LangChain

llm-demo

example-mlem-get-started

Get Started MLEM project

Celery task queue used in DVC

dvc-task

Python wrapper for terraform-provider-iterative

tpi

Example project with a CNN to train a Pokémon type classifier.

example-gto

Get Started GTO Project

example-pokemon-classifier

Library for rendering DVC plots

dvc-render

Client to interact with DVC Studio

dvc-studio-client

pytest-test-utils

workshop-uncool-mlops-solution

A Gatsby theme for shared logic between all the websites from iterative.ai

gatsby-theme-iterative

JavaScript

stale-model-example

This is the repo for the Preventing Stale Models in Production blog post.

gto-action

⚙️ GTO Github Action

Tutorial: Automate Data Validation and Model Monitoring Pipelines with DVC and Evidently

evidently-dvc

A collection of development container 'features' for machine learning and data science

features

This is the project we use for the DVC educational course to demonstrate how checkpoints work.

course-checkpoints-project

SQL-based prefix tree implementation inspired by pygtrie and python-diskcache

sqltrie

Example of checkpoints in a DVC project training a simple convolutional neural net to classify MNIST data

dvc-checkpoints-mnist

Maintain deb and rpm repositories on s3

dvc-s3-repo

Google Storage plugin for dvc

enhancement-proposals

dvc-gs

A Node-based tool to verify if links are alive. Built to be used anywhere!

link-check

dvc-snap

dvc snap package

An example project, showcasing a DVC pipeline using SageMaker SDK for data preparation and model training

sagemaker-pipeline

cml-runner-base-case

cml-playground

pretrained-model-demo

Automatic updates for dvc homebrew package

homebrew-dvc

vscode-dvc-demo

Example on how to use CML to provision an AWS EC2 runner, train a model, and export the resulting model.

example_model_export_cml

dvc-azure

cnn_tutorial

telemetry-python

Common library to send usage telemetry

This is the project used in the DVC Learn Meetups and videos.

dvc-learn-project

This is the code used in the checkpoints tutorial.

checkpoints-tutorial

Chocolatey package for dvc

chocolatey-dvc

PowerShell

blog-tpi-jupyter

Terraform Provider Iterative + Jupyter + TensorBoard + AWS/Azure/GCP/K8s

Google Drive plugin for DVC

dvc-gdrive

A GitHub Action driver for link-check, deployed via submodules.

link-check.action

JavaScript

katacoda-scenarios

Interactive Katacoda Scenarios

Private repository for building and signing dvc for windows

dvc-exe

Inno Setup

jameson-metrics

Metrics examples

Example of using MLEM with DVC Pipeline

example-mlem

Example get started (metrics and plots in S3)

example-get-started-s3

dvc_action_example

Alibaba OSS plugin for dvc

dvc-oss

Integration tests for dvc

dvc-test

Python wrapper for `reflink_copy` Rust library

reflink-copy

Example repo to show how to start tracking experiments in DVC by adding DVCLive to your Python code.

vscode-dvc-pack

dvclive-exp-tracking