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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 Apache Airflow?

Airflow is an open-source platform that facilitates the programmatic design, scheduling, and oversight of workflows, driven by community contributions. Its architecture is designed for flexibility and utilizes a message queue system, allowing for an expandable number of workers to be managed efficiently. Capable of infinite scalability, Airflow enables the creation of pipelines using Python, making it possible to generate workflows dynamically. This dynamic generation empowers developers to produce workflows on demand through their code. Users can easily define custom operators and enhance libraries to fit the specific abstraction levels they require, ensuring a tailored experience. The straightforward design of Airflow pipelines incorporates essential parametrization features through the advanced Jinja templating engine. The era of complex command-line instructions and intricate XML configurations is behind us! Instead, Airflow leverages standard Python functionalities for workflow construction, including date and time formatting for scheduling and loops that facilitate dynamic task generation. This approach guarantees maximum flexibility in workflow design. Additionally, Airflow’s adaptability makes it a prime candidate for a wide range of applications across different sectors, underscoring its versatility in meeting diverse business needs. Furthermore, the supportive community surrounding Airflow continually contributes to its evolution and improvement, making it an ever-evolving tool for modern workflow management.

Media

Media

Integrations Supported

BentoML
Great Expectations
Amazon MWAA
Amazon SageMaker Ground Truth
Apache Beam
Azure Databricks
Chalk
Comet
Dagster+
Kedro
Kubernetes
Label Studio
LangChain
Llama 3
Meltano
PostgreSQL
Prodigy
Ray
Tobiko
scikit-image

Integrations Supported

BentoML
Great Expectations
Amazon MWAA
Amazon SageMaker Ground Truth
Apache Beam
Azure Databricks
Chalk
Comet
Dagster+
Kedro
Kubernetes
Label Studio
LangChain
Llama 3
Meltano
PostgreSQL
Prodigy
Ray
Tobiko
scikit-image

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

The Apache Software Foundation

Date Founded

1999

Company Location

United States

Company Website

airflow.apache.org

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

Workflow Management

Access Controls/Permissions
Approval Process Control
Business Process Automation
Calendar Management
Compliance Tracking
Configurable Workflow
Customizable Dashboard
Document Management
Forms Management
Graphical Workflow Editor
Mobile Access
No-Code
Task Management
Third Party Integrations
Workflow Configuration

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