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What is ZenML?

Streamline your MLOps pipelines with ZenML, which enables you to efficiently manage, deploy, and scale any infrastructure. This open-source and free tool can be effortlessly set up in just a few minutes, allowing you to leverage your existing tools with ease. With only two straightforward commands, you can experience the impressive capabilities of ZenML. Its user-friendly interfaces ensure that all your tools work together harmoniously. You can gradually scale your MLOps stack by adjusting components as your training or deployment requirements evolve. Stay abreast of the latest trends in the MLOps landscape and integrate new developments effortlessly. ZenML helps you define concise and clear ML workflows, saving you time by eliminating repetitive boilerplate code and unnecessary infrastructure tooling. Transitioning from experiments to production takes mere seconds with ZenML's portable ML codes. Furthermore, its plug-and-play integrations enable you to manage all your preferred MLOps software within a single platform, preventing vendor lock-in by allowing you to write extensible, tooling-agnostic, and infrastructure-agnostic code. In doing so, ZenML empowers you to create a flexible and efficient MLOps environment tailored to your specific needs.

What is Outerbounds?

Utilize the intuitive and open-source Metaflow framework to create and execute data-intensive projects seamlessly. The Outerbounds platform provides a fully managed ecosystem for the reliable execution, scaling, and deployment of these initiatives. Acting as a holistic solution for your machine learning and data science projects, it allows you to securely connect to your existing data warehouses and take advantage of a computing cluster designed for both efficiency and cost management. With round-the-clock managed orchestration, production workflows are optimized for performance and effectiveness. The outcomes can be applied to improve any application, facilitating collaboration between data scientists and engineers with ease. The Outerbounds Platform supports swift development, extensive experimentation, and assured deployment into production, all while conforming to the policies established by your engineering team and functioning securely within your cloud infrastructure. Security is a core component of our platform rather than an add-on, meeting your compliance requirements through multiple security layers, such as centralized authentication, a robust permission system, and explicit role definitions for task execution, all of which ensure the protection of your data and processes. This integrated framework fosters effective teamwork while preserving oversight of your data environment, enabling organizations to innovate without compromising security. As a result, teams can focus on their projects with peace of mind, knowing that their data integrity is upheld throughout the entire process.

Media

Media

Integrations Supported

Amazon S3
Kubernetes
ARGO
Apache Spark
Discord
Feast
GitLab
Google Cloud Vertex AI Workbench
Hugging Face
KServe
Label Studio
Lambda GPU Cloud
LangSmith
MLflow
Metaflow
Microsoft Azure
Pillow
PostgreSQL
PyTorch
Slack

Integrations Supported

Amazon S3
Kubernetes
ARGO
Apache Spark
Discord
Feast
GitLab
Google Cloud Vertex AI Workbench
Hugging Face
KServe
Label Studio
Lambda GPU Cloud
LangSmith
MLflow
Metaflow
Microsoft Azure
Pillow
PostgreSQL
PyTorch
Slack

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
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

ZenML

Date Founded

2021

Company Location

United States

Company Website

zenml.io/home

Company Facts

Organization Name

Outerbounds

Company Location

United States

Company Website

outerbounds.com/platform/

Categories and Features

Machine Learning

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

Categories and Features

Data Science

Access Control
Advanced Modeling
Audit Logs
Data Discovery
Data Ingestion
Data Preparation
Data Visualization
Model Deployment
Reports

Machine Learning

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

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