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What is LatticeFlow?

Enable your machine learning teams to create robust and effective AI models by utilizing a platform that automatically diagnoses and improves both your data and models. Our innovative solution provides the capability to auto-diagnose data and models, equipping ML teams with essential tools to speed up the implementation of successful AI solutions. It tackles various challenges, including camera noise, sign stickers, and shadows, and has been validated using real-world images that previously posed difficulties for the model. This methodology has led to a notable enhancement in model accuracy by 0.2%, reflecting our dedication to optimizing AI performance. Our objective is to revolutionize the development of future AI systems for reliable and widespread applications, whether in corporate environments, healthcare, on the roads, or within households. With a team of leading AI professors and researchers from ETH Zurich, we bring extensive expertise in formal methods, symbolic reasoning, and machine learning to the table. LatticeFlow was established with the vision of developing the first platform that enables organizations to implement AI models that are not only resilient but also trustworthy in real-world contexts, thereby raising the standards for AI adoption in everyday scenarios. Our emphasis on reliability and trust positions us to redefine industry benchmarks, ensuring that AI technologies can be seamlessly integrated into various aspects of life. As we move forward, our commitment to innovation continues to drive us toward creating even more reliable AI solutions.

What is BentoML?

Effortlessly launch your machine learning model in any cloud setting in just a few minutes. Our standardized packaging format facilitates smooth online and offline service across a multitude of platforms. Experience a remarkable increase in throughput—up to 100 times greater than conventional flask-based servers—thanks to our cutting-edge micro-batching technique. Deliver outstanding prediction services that are in harmony with DevOps methodologies and can be easily integrated with widely used infrastructure tools. The deployment process is streamlined with a consistent format that guarantees high-performance model serving while adhering to the best practices of DevOps. This service leverages the BERT model, trained with TensorFlow, to assess and predict sentiments in movie reviews. Enjoy the advantages of an efficient BentoML workflow that does not require DevOps intervention and automates everything from the registration of prediction services to deployment and endpoint monitoring, all effortlessly configured for your team. This framework lays a strong groundwork for managing extensive machine learning workloads in a production environment. Ensure clarity across your team's models, deployments, and changes while controlling access with features like single sign-on (SSO), role-based access control (RBAC), client authentication, and comprehensive audit logs. With this all-encompassing system in place, you can optimize the management of your machine learning models, leading to more efficient and effective operations that can adapt to the ever-evolving landscape of technology.

Media

Media

Integrations Supported

Integrations Supported

AWS Lambda
Amazon EC2
Amazon SageMaker
Amazon Web Services (AWS)
Apache Airflow
Apache Spark
Azure Container Registry
Azure Functions
Docker
Google Compute Engine
H2O.ai
Heroku
Keras
Knative
Kubernetes
NVIDIA DRIVE
Prometheus
PyTorch
Swagger
ZenML

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

Free
Free Version

Supported Platforms

SaaS

Supported Platforms

Windows
Mac
Linux

Customer Service / Support

24 Hour Support
Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Online Training
On-Site Training

Training Options

Documentation Hub

Company Facts

Organization Name

LatticeFlow

Company Location

United States

Company Website

latticeflow.ai/

Company Facts

Organization Name

BentoML

Company Location

United States

Company Website

www.bentoml.com

Categories and Features

AI Development

Not specified

Machine Learning

Not specified

Categories and Features

AI Development

Not specified

AI Infrastructure

Not specified

Machine Learning

Not specified

ML Model Deployment

Not specified

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