Barbara vs. BentoML Comparison


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About Barbara is the Edge AI Platform for organizations looking to overcome the challenges of deploying AI, in mission-critical environments. With Barbara companies can deploy, train and maintain their models across thousands of devices in an easy fashion, with the autonomy, privacy and real- time that the cloud can´t match. Barbara technology stack is composed by: .- Industrial Connectors for legacy or next-generation equipment. .- Edge Orchestrator to deploy and control container-based and native edge apps across thousands of distributed locations .- MLOps to optimize, deploy, and monitor your trained model in minutes. .- Marketplace of certified Edge Apps, ready to be deployed. .- Remote Device Management for provisioning, configuration, and updates. More --> www. barbara.tech	About Serve your ML model in any cloud in minutes. Unified model packaging format enabling both online and offline serving on any platform. 100x the throughput of your regular flask-based model server, thanks to our advanced micro-batching mechanism. Deliver high-quality prediction services that speak the DevOps language and integrate perfectly with common infrastructure tools. Unified format for deployment. High-performance model serving. DevOps best practices baked in. The service uses the BERT model trained with the TensorFlow framework to predict movie reviews' sentiment. DevOps-free BentoML workflow, from prediction service registry, deployment automation, to endpoint monitoring, all configured automatically for your team. A solid foundation for running serious ML workloads in production. Keep all your team's models, deployments, and changes highly visible and control access via SSO, RBAC, client authentication, and auditing logs.
Platforms Supported Windows Not Supported Mac Not Supported Linux Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Organizations seeking to accelerate AI deployments to production, in the edge.	Audience Companies, professionals and developers in search of a solution to simplify model deployment
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Barbara Founded: 2016 Spain www.barbara.tech/edge-ai-platform	Company Information BentoML United States www.bentoml.com
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Categories AI Infrastructure Supported Machine Learning Supported	Categories AI Development Supported AI Infrastructure Supported Machine Learning Supported ML Model Deployment Supported

Integrations AWS Lambda Not Supported Amazon EC2 Not Supported Amazon SageMaker Not Supported Amazon Web Services (AWS) Not Supported Apache Airflow Not Supported Apache Spark Not Supported Azure Functions Not Supported Docker Not Supported Google Cloud Run Not Supported Google Compute Engine Not Supported Grafana Cloud Not Supported H2O.ai Not Supported Keras Not Supported Kubernetes Not Supported NVIDIA DRIVE Not Supported Prometheus Not Supported PyTorch Not Supported Swagger Not Supported TensorFlow Not Supported ZenML Not Supported Show More Integrations	Integrations AWS Lambda Supported Amazon EC2 Supported Amazon SageMaker Supported Amazon Web Services (AWS) Supported Apache Airflow Supported Apache Spark Supported Azure Functions Supported Docker Supported Google Cloud Run Supported Google Compute Engine Supported Grafana Cloud Supported H2O.ai Supported Keras Supported Kubernetes Supported NVIDIA DRIVE Supported Prometheus Supported PyTorch Supported Swagger Supported TensorFlow Supported ZenML Supported Show More Integrations View All 23 Integrations
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