Kubernetes architecture for ML workloads
A practical overview of Kubernetes architecture and how its control plane, worker nodes, services, and storage affect ML workloads.
KubernetesGuides
All blog articles
Practical guides to building, running, and improving ML and AI in production.
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Polyaxon v1.13: Billing & Read Only Seats
Organization's owners and managers can now invite read-only seats and billing seats to their organization.
Product
Polyaxon v1.13: Service Accounts
Organization's owners and managers can create service accounts to issue tokens for CI/CD/CT services.
Product
Polyaxon v1.13: Experiments Table Heatmap
How to turn the runs table into a heatmap using the new heat field feature.
Product
Polyaxon v1.13: Queues saturation
The queues table shows now a saturation bar for queues with quotas or concurrency limits and stats about the runs assigned to each queue.
Product
Polyaxon v1.13: Integration with HuggingFace
A new logger for the HuggingFace transformer library.
Product
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
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.
Product
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.
Product
Polyaxon v1.11: New dashboards capabilities
Improved rendering and faster events loading, new plotting and charts capabilities, improved resizing and caching.
Product
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