MLflow vs. Polyaxon Comparison


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About MLflow is an open source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry. MLflow currently offers four components. Record and query experiments: code, data, config, and results. Package data science code in a format to reproduce runs on any platform. Deploy machine learning models in diverse serving environments. Store, annotate, discover, and manage models in a central repository. The MLflow Tracking component is an API and UI for logging parameters, code versions, metrics, and output files when running your machine learning code and for later visualizing the results. MLflow Tracking lets you log and query experiments using Python, REST, R API, and Java API APIs. An MLflow Project is a format for packaging data science code in a reusable and reproducible way, based primarily on conventions. In addition, the Projects component includes an API and command-line tools for running projects.	About A Platform for reproducible and scalable Machine Learning and Deep Learning applications. Learn more about the suite of features and products that underpin today's most innovative platform for managing data science workflows. Polyaxon provides an interactive workspace with notebooks, tensorboards, visualizations,and dashboards. Collaborate with the rest of your team, share and compare experiments and results. Reproducible results with a built-in version control for code and experiments. Deploy Polyaxon in the cloud, on-premises or in hybrid environments, including single laptop, container management platforms, or on Kubernetes. Spin up or down, add more nodes, add more GPUs, and expand storage.
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 Not Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Companies looking for an open source platform solution for the machine learning lifecycle	Audience DevOps teams looking for a cloud-native Machine Learning and deep learning platform
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 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 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 MLflow Founded: 2018 United States mlflow.org	Company Information Polyaxon polyaxon.com
Alternatives Union Cloud Union.ai	Alternatives MLflow
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Categories AI Gateways Supported LLM Evaluation Supported Machine Learning Supported ML Experiment Tracking Supported ML Model Deployment Supported ML Model Management Supported	Categories Machine Learning Supported ML Experiment Tracking Supported

Integrations Docker Supported Google Cloud Platform Supported Keras Supported Kubernetes Supported TensorFlow Supported Apache Spark Supported Axolotl Supported Caffe Not Supported Cranium Supported Dagster Supported Databricks Supported Determined AI Supported Jozu Supported Kedro Supported Ludwig Supported Microsoft Azure Not Supported Ray Supported Vectice Supported lakeFS Supported Show More Integrations View All 47 Integrations	Integrations Docker Supported Google Cloud Platform Supported Keras Supported Kubernetes Supported TensorFlow Supported Apache Spark Not Supported Axolotl Not Supported Caffe Supported Cranium Not Supported Dagster Not Supported Databricks Not Supported Determined AI Not Supported Jozu Not Supported Kedro Not Supported Ludwig Not Supported Microsoft Azure Supported Ray Not Supported Vectice Not Supported lakeFS Not Supported Show More Integrations View All 8 Integrations
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