Create ML vs. Flyte Comparison


Create ML Apple	Flyte Union.ai	+	+
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About Experience an entirely new way of training machine learning models on your Mac. Create ML takes the complexity out of model training while producing powerful Core ML models. Train multiple models using different datasets, all in a single project. Preview your model performance using Continuity with your iPhone camera and microphone on your Mac, or drop in sample data. Pause, save, resume, and extend your training process. Interactively learn how your model performs on test data from your evaluation set. Explore key metrics and their connections to specific examples to help identify challenging use cases, further investments in data collection, and opportunities to help improve model quality. Use an external graphics processing unit with your Mac for even better model training performance. Train models blazingly fast right on your Mac while taking advantage of CPU and GPU. Create ML has a variety of model types to choose from.	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.
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	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
Audience Professional users seeking a tool to train multiple machine learning models using different datasets	Audience Developers in need of a workflow automation platform to create concurrent, scalable, and maintainable workflows
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 Not Supported	API Offers API 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 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 Apple United States developer.apple.com/machine-learning/create-ml/	Company Information Union.ai Founded: 2020 United States flyte.org
Alternatives 3LC	Alternatives Metaflow Netflix
Amazon SageMaker Model Training Amazon	Ray Anyscale
Tencent Cloud TI Platform Tencent	ZenML
Baidu AI Cloud Machine Learning (BML) Baidu	Union Cloud Union.ai
FinetuneFast View All	UnionML Union View All
Categories AI/ML Model Training Supported Machine Learning Supported	Categories AI Automation Supported AI/ML Model Training Supported Machine Learning Supported Workflow Automation Supported

Integrations Amazon SageMaker Not Supported Apache Parquet Not Supported Apache Spark Not Supported Dask Not Supported Databricks Not Supported DuckDB Not Supported Google Cloud Platform Not Supported Horovod Not Supported Hugging Face Not Supported MLflow Not Supported ONNX Not Supported Polars Not Supported PyTorch Not Supported Ray Not Supported SQLAlchemy Not Supported TensorFlow Not Supported Union Cloud Not Supported Vaex Not Supported pandas Not Supported Show More Integrations	Integrations Amazon SageMaker Supported Apache Parquet Supported Apache Spark Supported Dask Supported Databricks Supported DuckDB Supported Google Cloud Platform Supported Horovod Supported Hugging Face Supported MLflow Supported ONNX Supported Polars Supported PyTorch Supported Ray Supported SQLAlchemy Supported TensorFlow Supported Union Cloud Supported Vaex Supported pandas Supported Show More Integrations View All 33 Integrations
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