Keepsake

Keepsake

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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

Keepsake is an open-source Python library designed to provide version control for machine learning experiments and models. It enables users to automatically track code, hyperparameters, training data, model weights, metrics, and Python dependencies, ensuring that all aspects of the machine learning workflow are recorded and reproducible. Keepsake integrates seamlessly with existing workflows by requiring minimal code additions, allowing users to continue training as usual while Keepsake saves code and weights to Amazon S3 or Google Cloud Storage. This facilitates the retrieval of code and weights from any checkpoint, aiding in re-training or model deployment. Keepsake supports various machine learning frameworks, including TensorFlow, PyTorch, scikit-learn, and XGBoost, by saving files and dictionaries in a straightforward manner. It also offers features such as experiment comparison, enabling users to analyze differences in parameters, metrics, and dependencies across experiments.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

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

Audience

Developers in need of a tool to manage their code and enhance the efficiency of their workflows

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

Free
Free Version Supported
Free Trial Not Supported

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 Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Guild AI
Founded: 2018
United States
guild.ai/

Company Information

Replicate
United States
keepsake.ai/

Alternatives

Keepsake

Keepsake

Replicate

Alternatives

Guild Jeweler

Guild Jeweler

Guild Jeweler Software Solutions
TensorBoard

TensorBoard

Tensorflow

Categories

Categories

Integrations

Amazon S3 Supported
Google Cloud Storage Supported
PyTorch Supported
TensorFlow Supported
scikit-learn Supported
Azure Blob Storage Supported
HTML Supported
JSON Not Supported
Jupyter Notebook Supported
Keras Supported
LaTeX Supported
MXNet Supported
Markdown Supported
Python Not Supported

Integrations

Amazon S3 Supported
Google Cloud Storage Supported
PyTorch Supported
TensorFlow Supported
scikit-learn Supported
Azure Blob Storage Not Supported
HTML Not Supported
JSON Supported
Jupyter Notebook Not Supported
Keras Not Supported
LaTeX Not Supported
MXNet Not Supported
Markdown Not Supported
Python Supported
Claim Guild AI and update features and information
Claim Guild AI and update features and information
Claim Keepsake and update features and information
Claim Keepsake and update features and information