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What is UnionML?

Creating machine learning applications should be a smooth and straightforward process. UnionML is a Python-based open-source framework that builds upon Flyte™, simplifying the complex world of ML tools into a unified interface. It allows you to easily incorporate your preferred tools through a simple and standardized API, minimizing boilerplate code so you can focus on what truly counts: the data and the models that yield valuable insights. This framework makes it easier to merge a wide variety of tools and frameworks into a single protocol for machine learning. Utilizing established industry practices, you can set up endpoints for data collection, model training, prediction serving, and much more—all within one cohesive ML system. Consequently, data scientists, ML engineers, and MLOps experts can work together seamlessly using UnionML applications, creating a clear reference point for comprehending the dynamics of your machine learning architecture. This collaborative environment not only encourages innovation but also improves communication among team members, significantly boosting the overall productivity and success of machine learning initiatives. Ultimately, UnionML serves as a vital asset for teams aiming to achieve greater agility and productivity in their ML endeavors.

What is NVIDIA Triton Inference Server?

The NVIDIA Triton™ inference server delivers powerful and scalable AI solutions tailored for production settings. As an open-source software tool, it streamlines AI inference, enabling teams to deploy trained models from a variety of frameworks including TensorFlow, NVIDIA TensorRT®, PyTorch, ONNX, XGBoost, and Python across diverse infrastructures utilizing GPUs or CPUs, whether in cloud environments, data centers, or edge locations. Triton boosts throughput and optimizes resource usage by allowing concurrent model execution on GPUs while also supporting inference across both x86 and ARM architectures. It is packed with sophisticated features such as dynamic batching, model analysis, ensemble modeling, and the ability to handle audio streaming. Moreover, Triton is built for seamless integration with Kubernetes, which aids in orchestration and scaling, and it offers Prometheus metrics for efficient monitoring, alongside capabilities for live model updates. This software is compatible with all leading public cloud machine learning platforms and managed Kubernetes services, making it a vital resource for standardizing model deployment in production environments. By adopting Triton, developers can achieve enhanced performance in inference while simplifying the entire deployment workflow, ultimately accelerating the path from model development to practical application.

Media

Media

Integrations Supported

Alibaba CloudAP
Amazon EKS
Amazon Elastic Container Service (Amazon ECS)
Amazon SageMaker
Amazon Web Services (AWS)
Azure Kubernetes Service (AKS)
Azure Machine Learning
FauxPilot
Google Cloud Platform
Google Kubernetes Engine (GKE)
HPE Ezmeral
Kubernetes
LiteLLM
MXNet
Microsoft Azure
NVIDIA Morpheus
PyTorch
Tencent Cloud
TensorFlow
Vertex AI

Integrations Supported

Alibaba CloudAP
Amazon EKS
Amazon Elastic Container Service (Amazon ECS)
Amazon SageMaker
Amazon Web Services (AWS)
Azure Kubernetes Service (AKS)
Azure Machine Learning
FauxPilot
Google Cloud Platform
Google Kubernetes Engine (GKE)
HPE Ezmeral
Kubernetes
LiteLLM
MXNet
Microsoft Azure
NVIDIA Morpheus
PyTorch
Tencent Cloud
TensorFlow
Vertex AI

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
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

Union

Date Founded

2021

Company Location

United States

Company Website

www.union.ai/unionml

Company Facts

Organization Name

NVIDIA

Company Location

United States

Company Website

developer.nvidia.com/nvidia-triton-inference-server

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

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

Machine Learning

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

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