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About

Guild AI is an open-source experiment tracking toolkit designed to bring systematic control to machine learning workflows, enabling users to build better models faster. It automatically captures every detail of training runs as unique experiments, facilitating comprehensive tracking and analysis. Users can compare and analyze runs to deepen their understanding and incrementally improve models. Guild AI simplifies hyperparameter tuning by applying state-of-the-art algorithms through straightforward commands, eliminating the need for complex trial setups. It also supports the automation of pipelines, accelerating model development, reducing errors, and providing measurable results. The toolkit is platform-agnostic, running on all major operating systems and integrating seamlessly with existing software engineering tools. Guild AI supports various remote storage types, including Amazon S3, Google Cloud Storage, Azure Blob Storage, and SSH servers.

About

MLflow is an open source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry. MLflow currently offers four components. Record and query experiments: code, data, config, and results. Package data science code in a format to reproduce runs on any platform. Deploy machine learning models in diverse serving environments. Store, annotate, discover, and manage models in a central repository. The MLflow Tracking component is an API and UI for logging parameters, code versions, metrics, and output files when running your machine learning code and for later visualizing the results. MLflow Tracking lets you log and query experiments using Python, REST, R API, and Java API APIs. An MLflow Project is a format for packaging data science code in a reusable and reproducible way, based primarily on conventions. In addition, the Projects component includes an API and command-line tools for running projects.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Individuals and teams seeking a solution to track experiments, automate pipelines, and optimize their hyperparameters

Audience

Companies looking for an open source platform solution for the machine learning lifecycle

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Guild AI
Founded: 2018
United States
guild.ai/

Company Information

MLflow
Founded: 2018
United States
mlflow.org

Alternatives

Keepsake

Keepsake

Replicate

Alternatives

Union Cloud

Union Cloud

Union.ai
Vertex AI

Vertex AI

Google

Categories

Categories

Integrations

Keras
TensorFlow
Amazon SageMaker
Axolotl
Azure Data Science Virtual Machines
Azure Marketplace
CrateDB
Databricks Data Intelligence Platform
Determined AI
Docker
Flyte
HTML
Jupyter Notebook
LLaMA-Factory
LiteLLM
MXNet
Modulos AI Governance Platform
RapidSOS
lakeFS
scikit-learn

Integrations

Keras
TensorFlow
Amazon SageMaker
Axolotl
Azure Data Science Virtual Machines
Azure Marketplace
CrateDB
Databricks Data Intelligence Platform
Determined AI
Docker
Flyte
HTML
Jupyter Notebook
LLaMA-Factory
LiteLLM
MXNet
Modulos AI Governance Platform
RapidSOS
lakeFS
scikit-learn
Claim Guild AI and update features and information
Claim Guild AI and update features and information
Claim MLflow and update features and information
Claim MLflow and update features and information