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What is Keepsake?

Keepsake is an open-source Python library tailored for overseeing version control within machine learning experiments and models. It empowers users to effortlessly track vital elements such as code, hyperparameters, training datasets, model weights, performance metrics, and Python dependencies, thereby facilitating thorough documentation and reproducibility throughout the machine learning lifecycle. With minimal modifications to existing code, Keepsake seamlessly integrates into current workflows, allowing practitioners to continue their standard training processes while it takes care of archiving code and model weights to cloud storage options like Amazon S3 or Google Cloud Storage. This feature simplifies the retrieval of code and weights from earlier checkpoints, proving to be advantageous for model re-training or deployment. Additionally, Keepsake supports a diverse array of machine learning frameworks including TensorFlow, PyTorch, scikit-learn, and XGBoost, which aids in the efficient management of files and dictionaries. Beyond these functionalities, it offers tools for comparing experiments, enabling users to evaluate differences in parameters, metrics, and dependencies across various trials, which significantly enhances the analysis and optimization of their machine learning endeavors. Ultimately, Keepsake not only streamlines the experimentation process but also positions practitioners to effectively manage and adapt their machine learning workflows in an ever-evolving landscape. By fostering better organization and accessibility, Keepsake enhances the overall productivity and effectiveness of machine learning projects.

What is Azure DevOps Server?

Make use of integrated software delivery solutions to distribute code, track tasks, and implement software, all managed within your own infrastructure. You can adopt the complete range of Azure DevOps features or select specific tools that best fit your needs; either way, they can significantly improve your existing processes. Previously known as Team Foundation Server (TFS), Azure DevOps Server offers an extensive array of collaborative tools designed for software development in an on-premises environment. By linking with your chosen integrated development environment (IDE) or text editor, Azure DevOps Server enables your varied team to work together effectively on projects of any magnitude. This powerful platform includes advanced source code management, as well as essential features like access controls, bug tracking, build automation, change management, code reviews, and continuous integration, all aimed at supporting your development efforts comprehensively. With Azure DevOps Server in place, teams can optimize their development cycles, boost productivity, and ensure that software delivery remains both efficient and dependable. Ultimately, this leads to a more cohesive development experience that can adapt to the evolving demands of your projects.

Media

Media

Integrations Supported

AgilityHealth
Azure VM Image Builder
Betterworks
Bugsnag
Camunda
Copado
Cyclr
JSON
Jira
JupiterOne
Planview Viz
Provar
PyTorch
SpecFlow
Sweet
Swish.ai
ThreadFix
Visual Studio App Center
Xygeni

Integrations Supported

AgilityHealth
Azure VM Image Builder
Betterworks
Bugsnag
Camunda
Copado
Cyclr
JSON
Jira
JupiterOne
Planview Viz
Provar
PyTorch
SpecFlow
Sweet
Swish.ai
ThreadFix
Visual Studio App Center
Xygeni

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

$6 per user per month
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Replicate

Company Location

United States

Company Website

keepsake.ai/

Company Facts

Organization Name

Microsoft

Date Founded

1975

Company Location

United States

Company Website

azure.microsoft.com/en-us/services/devops/

Categories and Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Version Control

Branch Creation / Deletion
Centralized Version History
Code Review
Code Version Management
Collaboration Tools
Compare / Merge Branches
Digital Asset / Binary File Storage
Isolated Code Branches
Option to Revert to Previous
Pull Requests
Roles / Permissions

Categories and Features

Continuous Delivery

Application Lifecycle Management
Application Release Automation
Build Automation
Build Log
Change Management
Configuration Management
Continuous Deployment
Continuous Integration
Feature Toggles / Feature Flags
Quality Management
Testing Management

Serverless

API Proxy
Application Integration
Data Stores
Developer Tooling
Orchestration
Reporting / Analytics
Serverless Computing
Storage

Source Code Management

Access Controls/Permissions
Bug Tracking
Build Automation
Change Management
Code Review
Collaboration
Continuous Integration
Repository Management
Version Control

Test Management

Automation Integration
Collaboration Tools
Pass/Fail Results Tabulation
Reporting / Analytics
Requirements Management
Test Scheduling
Test Tracking
Time/Budget Tracking

Version Control

Branch Creation / Deletion
Centralized Version History
Code Review
Code Version Management
Collaboration Tools
Compare / Merge Branches
Digital Asset / Binary File Storage
Isolated Code Branches
Option to Revert to Previous
Pull Requests
Roles / Permissions

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