Flyte vs. UnionML Comparison


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About The workflow automation platform for complex, mission-critical data and ML processes at scale. Flyte makes it easy to create concurrent, scalable, and maintainable workflows for machine learning and data processing. Flyte is used in production at Lyft, Spotify, Freenome, and others. At Lyft, Flyte has been serving production model training and data processing for over four years, becoming the de-facto platform for teams like pricing, locations, ETA, mapping, autonomous, and more. In fact, Flyte manages over 10,000 unique workflows at Lyft, totaling over 1,000,000 executions every month, 20 million tasks, and 40 million containers. Flyte has been battle-tested at Lyft, Spotify, Freenome, and others. It is entirely open-source with an Apache 2.0 license under the Linux Foundation with a cross-industry overseeing committee. Configuring machine learning and data workflows can get complex and error-prone with YAML.	About Creating ML apps should be simple and frictionless. UnionML is an open-source Python framework built on top of Flyte™, unifying the complex ecosystem of ML tools into a single interface. Combine the tools that you love using a simple, standardized API so you can stop writing so much boilerplate and focus on what matters: the data and the models that learn from them. Fit the rich ecosystem of tools and frameworks into a common protocol for machine learning. Using industry-standard machine learning methods, implement endpoints for fetching data, training models, serving predictions (and much more) to write a complete ML stack in one place. ‍ Data science, ML engineering, and MLOps practitioners can all gather around UnionML apps as a way of defining a single source of truth about your ML system’s behavior.
Platforms Supported Windows Not Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers in need of a workflow automation platform to create concurrent, scalable, and maintainable workflows	Audience Companies searching for an advanced Machine Learning solution
Support Phone Support Not 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 Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not 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 Not 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 Union.ai Founded: 2020 United States flyte.org	Company Information Union Founded: 2021 United States www.union.ai/unionml
Alternatives Metaflow Netflix	Alternatives Union Cloud Union.ai
Ray Anyscale	Flyte Union.ai
ZenML	Azure Machine Learning Microsoft
Union Cloud Union.ai	Apache Mahout Apache Software Foundation
UnionML Union View All	Core ML Apple View All
Categories AI Automation Supported AI/ML Model Training Supported Machine Learning Supported Workflow Automation Supported	Categories Development Frameworks Supported Machine Learning Supported

Integrations Google Cloud Platform Supported Amazon Athena Supported Amazon SageMaker Supported Amazon Web Services (AWS) Not Supported Feast Supported Google Cloud BigQuery Supported Hugging Face Supported Kubeflow Supported MLflow Supported Microsoft Azure Not Supported Polars Supported PyTorch Supported Python Not Supported SQLAlchemy Supported Snowflake Supported TensorFlow Supported Union Cloud Supported Vaex Supported dbt Supported pandas Supported Show More Integrations View All 33 Integrations	Integrations Google Cloud Platform Supported Amazon Athena Not Supported Amazon SageMaker Not Supported Amazon Web Services (AWS) Supported Feast Not Supported Google Cloud BigQuery Not Supported Hugging Face Not Supported Kubeflow Not Supported MLflow Not Supported Microsoft Azure Supported Polars Not Supported PyTorch Not Supported Python Supported SQLAlchemy Not Supported Snowflake Not Supported TensorFlow Not Supported Union Cloud Not Supported Vaex Not Supported dbt Not Supported pandas Not Supported Show More Integrations View All 4 Integrations
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