Polyaxon v1.13: Easy hyperparameter tuning from CLI
Users can now use the cli to pass hyperparaeter directlu from the CI without creating a YAML file.
Product
All blog articles
Practical guides to building, running, and improving ML and AI in production.
All articles
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Polyaxon v1.12: Runs comparison, Diff mode, Filtering for/out values in the runs table, Tags management, Backfill, and many more
Polyaxon v1.12 release of our MLOps platform builds on top of the previous version and brings new features and improvements to the specification and dashboard experience.
ProductAnnouncements
Polyaxon v1.12: Models and Artifacts initializers
Improved init section with support for promoted models and artifacts.
Product
Polyaxon v1.12: Date and Datetime Hyperparam Generators & Backfills
New hyperparam generators for dates and datetimes and Backfill scheduling strategy.
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Polyaxon v1.12: Inputs/Outpts/Param to Env Vars
A new feature for IO and Params sectiosn to turn parameters to environment variables `toEnv`.
Product
Polyaxon v1.12: Transfer Runs
Managing cross project runs and moving runs from one project to another to re-organize or refactor previous work.
Product
Polyaxon v1.12: Tags Management
Admins can create predefined tags with colors and specific description to organize projects and runs.
Product
Polyaxon v1.12: Table - Visualization Resizing
Improved table - dashboard layout and resizing.
Product
Polyaxon v1.12: Filter for/out values
A new feature to automatically query or exclude runs based on a value directlu from the table cells.
Product
Polyaxon v1.12: Runs compare table
A new feature to compare runs.
Product
Learn from common Kubernetes attack paths
Turn recurring Kubernetes incident patterns into practical controls for initial access, workload isolation, identity, software supply chains, detection, and response.
KubernetesSecurityIncident Response
Polyaxon v1.11: Improved rendering and faster events loading, new plotting and charts capabilities, improved resizing and caching
Polyaxon v1.11 release of our MLOps platform builds on top of the previous version and brings new features and improvements to the dashboarding experience.
ProductAnnouncements
Polyaxon v1.11: New Logging Interface
Reworked logs UI with new features and several fixes.
Product
Polyaxon v1.11: UI Operation Inspection and Container Shell
Improved inspection and monitoring capabilities and Container Shell debugging in the UI.
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Polyaxon v1.11: New dashboards capabilities
Improved rendering and faster events loading, new plotting and charts capabilities, improved resizing and caching.
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Effective data science
Effective data science and MLOps involve a number of different practices and approaches that aim to improve the efficiency and effectiveness of data science and machine learning (ML) workflows. These are the core principles and practices that can contribute to effective data science and MLOps.
MLOps
Polyaxon v1.10: New filtering capabilities, Improved CSV download, multi-section and multi-layout dashboards
Polyaxon v1.10 release of our MLOps platform brings several new features and improvements to the search and dashboarding experience.
ProductAnnouncements
Polyaxon v1.10: Queues Quotas
Organization owners can now set resources quotas on their queues to limit operations concurrecy based on CPU/Memory/GPU/TPU/...
Product
Polyaxon v1.10: New filtering capabilities
The search and filtering experience was improved with suggestions, multi-run actions, browser persistence, and many more enhancements.
Product
Polyaxon v1.10: Multi-section and multi-layout dashboards
The new dashboarding capabilities allows users to define advanced dashboards and visualizations widgets.
Product
How to use kubectl run
Use kubectl run to create quick pods for testing images, commands, ports, and dry-run manifests in a Kubernetes cluster.
KubernetesGuides
Polyaxon v1.9: Serving models in-cluster guides, UI managed connections, Improved Tensorboard services, Improved upload command
Today, we are pleased to announce the v1.9 release of our MLOps platform, a stable version that brings several new guides for serving machine learning REST APIs on Kubernetes, running Tensorboard in sync mode, new upload command improvements, new copy mode capabilities, and a UI based connections management.
ProductAnnouncements
Polyaxon v1.9: UI managed connections
Organization owners and managers can now add, update, and delete connections directly from the UI.
Product
Polyaxon v1.9: Pending logic
Polyaxon compiler has a uniform logic to deal with pending runs.
Product