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What is Kubeflow?

The Kubeflow project is designed to streamline the deployment of machine learning workflows on Kubernetes, making them both scalable and easily portable. Instead of replicating existing services, we concentrate on providing a user-friendly platform for deploying leading open-source ML frameworks across diverse infrastructures. Kubeflow is built to function effortlessly in any environment that supports Kubernetes. One of its standout features is a dedicated operator for TensorFlow training jobs, which greatly enhances the training of machine learning models, especially in handling distributed TensorFlow tasks. Users have the flexibility to adjust the training controller to leverage either CPUs or GPUs, catering to various cluster setups. Furthermore, Kubeflow enables users to create and manage interactive Jupyter notebooks, which allows for customized deployments and resource management tailored to specific data science projects. Before moving workflows to a cloud setting, users can test and refine their processes locally, ensuring a smoother transition. This adaptability not only speeds up the iteration process for data scientists but also guarantees that the models developed are both resilient and production-ready, ultimately enhancing the overall efficiency of machine learning projects. Additionally, the integration of these features into a single platform significantly reduces the complexity associated with managing multiple tools.

What is Astarte?

The Data Orchestration Platform facilitates the conversion of IoT data into a powerful AI environment, adeptly managing thousands of AI pipelines and scaling to support millions of devices. This is the perfect time to tap into the potential of your data, taking your IoT projects to unprecedented levels. Enter Astarte Flow: Your AI Environment, the core hub for unifying AI pipelines and data science operations in your IoT solutions. By utilizing Astarte Flow, you can take advantage of cloud-native features without the complexities of DevOps, as Astarte efficiently oversees Kubernetes for you. Gain access to state-of-the-art cloud technologies without needing to possess specialized expertise. Astarte champions open technologies and protocols, presenting itself as a fully open-source platform built on widely accepted standards. This positions it as an excellent option for your AI and IoT endeavors, as Astarte adeptly manages and processes your IoT and contextual data, from data gathering to insightful analysis. Moreover, with Astarte, you can effortlessly integrate and enhance your data-driven applications, maximizing their impact and effectiveness. Ultimately, the combination of scalability and user-friendliness makes Astarte Flow an invaluable asset for modern data orchestration.

Media

Media

Integrations Supported

APERIO DataWise
Azure Marketplace
Camunda
Civo
Comet LLM
D2iQ
DagsHub
Flipdish
Flyte
Giskard
KServe
Kedro
Kubernetes
PredictKube
Robust Intelligence
Superwise
Union Cloud
Unremot
Vertex AI Notebooks
ZenML

Integrations Supported

APERIO DataWise
Azure Marketplace
Camunda
Civo
Comet LLM
D2iQ
DagsHub
Flipdish
Flyte
Giskard
KServe
Kedro
Kubernetes
PredictKube
Robust Intelligence
Superwise
Union Cloud
Unremot
Vertex AI Notebooks
ZenML

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
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

Kubeflow

Company Website

www.kubeflow.org

Company Facts

Organization Name

Ispirata

Company Location

Italy

Company Website

ispirata.com

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 Management

Customer Data
Data Analysis
Data Capture
Data Integration
Data Migration
Data Quality Control
Data Security
Information Governance
Master Data Management
Match & Merge

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