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Polyaxon's new MLOps sandbox feature

Polyaxon's new MLOps sandbox feature
At Polyaxon, we're always looking for ways to push the boundaries of what's possible with machine learning infrastructure, this is why we are excited about the upcoming sandbox deployment capabilities.
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Polyaxon v1.18: Improved run control

Polyaxon v1.18: Improved run control
The run control, i.e. cog icon, is now visible on all tabs to allow users to easily perform actions on a run
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Polyaxon v1.18: New comparison features

Polyaxon v1.18: New comparison features
Polyaxon UI has new features that allows users to quickly compare and filter their runs
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Polyaxon v1.18: New Tensorboard component and initializer

Polyaxon v1.18: New Tensorboard component and initializer
You can now start Tensorboard using the experiment names instead of the experiment uuids
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Polyaxon v1.18: Improve CLI with rich interface

Polyaxon v1.18: Improve CLI with rich interface
We recently worked on an effort to improve the visual experience our CLI
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Polyaxon v1.18: Support for annotations and env vars in connections schema

Polyaxon v1.18: Support for annotations and env vars in connections schema
You can now define annotations and environment variables in your connections' schema
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Polyaxon v1.18: Improved query language

Polyaxon v1.18: Improved query language
Users can now filter by connections and artifacts
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Polyaxon v1.18: Admin command to force clean operations

Polyaxon v1.18: Admin command to force clean operations
Admin users with access to kubectl can now force kill operations in a namespace
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Polyaxon v1.17: Pulling & Pushing runs

Polyaxon v1.17: Pulling & Pushing runs
Users can now package and pull runs to local paths or push runs from local paths to a Polyaxon deployment
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Polyaxon v1.16: Inspecting chart data

Polyaxon v1.16: Inspecting chart data
Using the line chart widget you can now inspect the underlying data as an interactive table.
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Polyaxon v1.16: Transferring runs, models, components, & artifacts

Polyaxon v1.16: Transferring runs, models, components, & artifacts
Users can now transfer runs, models, components, & artifacts from one project to another to reorganize their workspaces
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Polyaxon v1.16: Progress tracking

Polyaxon v1.16: Progress tracking
Users can now log the progress of their runs and have a progress bar in the UI to get a quick overview of their runs.
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Polyaxon v1.16: CLI Operation shell & inspection

Polyaxon v1.16: CLI Operation shell & inspection
Improved inspection and monitoring capabilities and Container Shell debugging capabilities in the CLI.
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Polyaxon v1.16: Automatic CSV/TSV/Dataframes/... rendering

Polyaxon v1.16: Automatic CSV/TSV/Dataframes/... rendering
Polyaxon UI can now render CSV/TSV/Dataframes/... automatically as a table
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Polyaxon v1.15: Global Search & Recently Viewed

Polyaxon v1.15: Global Search & Recently Viewed
Users can search organizations they belong to and project they have access and access recently viewed items.
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Polyaxon v1.14: Component Latest Runs

Polyaxon v1.14: Component Latest Runs
Users can quickly search by a specific component and see recent runs for a specific component.
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Polyaxon v1.13: Service Accounts

Polyaxon v1.13: Service Accounts
Organization's owners and managers can create service accounts to issue tokens for CI/CD/CT services.
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Polyaxon v1.13: Billing & Read Only Seats

Polyaxon v1.13: Billing & Read Only Seats
Organization's owners and managers can now invite read-only seats and billing seats to their organization.
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Polyaxon v1.13: Experiments Table Heatmap

Polyaxon v1.13: Experiments Table Heatmap
How to turn the runs table into a heatmap using the new heat field feature.
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Polyaxon v1.13: Queues saturation

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.
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Polyaxon v1.13: Integration with HuggingFace

Polyaxon v1.13: Integration with HuggingFace
A new logger for the HuggingFace transformer library.
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Polyaxon v1.13: Easy hyperparameter tuning from CLI

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.
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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: 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.
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Polyaxon v1.12: Models and Artifacts initializers

Polyaxon v1.12: Models and Artifacts initializers
Improved init section with support for promoted models and artifacts.
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Polyaxon v1.12: Date and Datetime Hyperparam Generators & Backfills

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

Polyaxon v1.12: Inputs/Outpts/Param to Env Vars
A new feature for IO and Params sectiosn to turn parameters to environment variables `toEnv`.
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Polyaxon v1.12: Transfer Runs

Polyaxon v1.12: Transfer Runs
Managing cross project runs and moving runs from one project to another to re-organize or refactor previous work.
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Polyaxon v1.12: Tags Management

Polyaxon v1.12: Tags Management
Admins can create predefined tags with colors and specific description to organize projects and runs.
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Polyaxon v1.12: Table - Visualization Resizing

Polyaxon v1.12: Table - Visualization Resizing
Improved table - dashboard layout and resizing.
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Polyaxon v1.12: Filter for/out values

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.
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Polyaxon v1.12: Runs compare table

Polyaxon v1.12: Runs compare table
A new feature to compare runs.
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Polyaxon v1.11: Improved rendering and faster events loading, new plotting and charts capabilities, improved resizing and caching

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.
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Polyaxon v1.11: New Logging Interface

Polyaxon v1.11: New Logging Interface
Reworked logs UI with new features and several fixes.
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Polyaxon v1.11: UI Operation Inspection and Container Shell

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

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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Polyaxon v1.10: New filtering capabilities, Improved CSV download, multi-section and multi-layout dashboards

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.
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Polyaxon v1.10: Queues Quotas

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/...
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Polyaxon v1.10: New filtering capabilities

Polyaxon v1.10: New filtering capabilities
The search and filtering experience was improved with suggestions, multi-run actions, browser persistence, and many more enhancements.
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Polyaxon v1.10: Multi-section and multi-layout dashboards

Polyaxon v1.10: Multi-section and multi-layout dashboards
The new dashboarding capabilities allows users to define advanced dashboards and visualizations widgets.
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Polyaxon v1.9: Serving models in-cluster guides, UI managed connections, Improved Tensorboard services, Improved upload command

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.
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Polyaxon v1.9: UI managed connections

Polyaxon v1.9: UI managed connections
Organization owners and managers can now add, update, and delete connections directly from the UI.
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Polyaxon v1.9: Pending logic

Polyaxon v1.9: Pending logic
Polyaxon compiler has a uniform logic to deal with pending runs.
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Polyaxon v1.9: Improved run and project overview pages

Polyaxon v1.9: Improved run and project overview pages
The run and project overview pages were improved to display basic stats and progress information.
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Polyaxon v1.9: Converting params to cli args

Polyaxon v1.9: Converting params to cli args
With Polyaxon v1.9, users can easily turn their params to a CLI arguments using a single flag.
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Polyaxon v1.8: Graph View, New Rendering Capabilities, Customizable Notifiers & Tuners, UI actions

Polyaxon v1.8: Graph View, New Rendering Capabilities, Customizable Notifiers & Tuners, UI actions
Today, we are pleased to announce the v1.8 release of our MLOps platform, a stable version that brings several new rendering and UI features and scheduling enhancements.
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Polyaxon v1.8: Tensorboard and custom actions from the UI

Polyaxon v1.8: Tensorboard and custom actions from the UI
Polyaxon v1.8 introduces several new UI enhancements including the possiblity to strat Tensorboard and downstream operations.
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Polyaxon v1.8: New Rendering Capabilities

Polyaxon v1.8: New Rendering Capabilities
Polyaxon v1.8 comes with several new rendering capabilities.
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Polyaxon v1.8: Graph View

Polyaxon v1.8: Graph View
Introducing the new graph view in Polyaxon v1.8 release.
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Polyaxon v1.8: Customizable Notifiers & Tuners

Polyaxon v1.8: Customizable Notifiers & Tuners
With the release of Polyaxon v1.8 we are introducing a more customizable interface to schedule notifiers and tuners.
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Polyaxon v1.7: Improved Assets Tracking, New Callbacks, Better Documentation with Examples, CSV Download, Better UI for Polyaxon Manifests, Improved Legends, Hover, and Tooltips for Plots, & Compatibility with Kubernetes 1.19

Polyaxon v1.7: Improved Assets Tracking, New Callbacks, Better Documentation with Examples, CSV Download, Better UI for Polyaxon Manifests, Improved Legends, Hover, and Tooltips for Plots, & Compatibility with Kubernetes 1.19
Today, we are pleased to announce the v1.7 release of our MLOps platform, a stable version that brings several new features, enhancements, and fixes. This release does not introduce any breaking changes and is fully compatible with previous releases.
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Polyaxon v1.7: Improved Assets Tracking, New Callbacks, Better Documentation with Examples

Polyaxon v1.7: Improved Assets Tracking, New Callbacks, Better Documentation with Examples
Polyaxon v1.7 release introduces several new tracking improvements and improved documentation.
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Polyaxon v1.7: CSV Download

Polyaxon v1.7: CSV Download
Users can now use both Polyaxon UI and Polyaxon CLI to download their runs as a CSV file.
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Polyaxon v1.6: Offline Mode for ML Tracking, Timeline, File Initializer, & Operator Concurrent Reconciles

Polyaxon v1.6: Offline Mode for ML Tracking, Timeline, File Initializer, & Operator Concurrent Reconciles
Today, we are pleased to announce the v1.6 release of our MLOps platform, a stable version which brings several new visualization features, scalable operator concurrency enhancements, and fixes.
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Polyaxon v1.6: Timeline View

Polyaxon v1.6: Timeline View
Polyaxon UI has now a timeline view for pipelines, schedules and hyperparametr optimization operations.
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Polyaxon v1.6: Offline Mode for ML Tracking, Timeline, File Initializer, & Operator Concurrent Reconciles

Polyaxon v1.6: Offline Mode for ML Tracking, Timeline, File Initializer, & Operator Concurrent Reconciles
Polyaxon v1.6 will introduce a new feature to run experiments locally without the need to have a running Polyaxon server.
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Polyaxon v1.6: Manual ML runs managements

Polyaxon v1.6: Manual ML runs managements
Today we introduce a new major enhacement to allow user to manually manage their experiments.
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Polyaxon v1.6: File Initializer

Polyaxon v1.6: File Initializer
Polyaxon v1.6 release introduces a new file initializer.
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Polyaxon v1.5: Events, hooks, & Joins

Polyaxon v1.5: Events, hooks, & Joins
Today, we are pleased to announce the v1.5 release of our MLOps platform, a stable version which brings several new features and enhancements to performing map-reduce operations on Kubernetes.
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Polyaxon v1.5: Compiler Improvements

Polyaxon v1.5: Compiler Improvements
Polyaxon v1.5 brings several enhancements to the specifiation and compilation process.
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Polyaxon v1.5: Inroducing Hooks

Polyaxon v1.5: Inroducing Hooks
Today, we are pleased to announce a new feature "Hooks" available with the v1.5 release.
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Polyaxon v1.5: Inroducing Joins

Polyaxon v1.5: Inroducing Joins
Today, we are pleased to announce a new feature "Joins" available with the v1.5 release.
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Polyaxon v1.5: Inroducing Events

Polyaxon v1.5: Inroducing Events
Today, we are pleased to announce a new feature "Events" available with the v1.5 release.
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Polyaxon v1.4: Upload, Component Hub, & Model Registry

Polyaxon v1.4: Upload, Component Hub, & Model Registry
Today, we are pleased to announce the v1.4 release of our MLOps platform, a stable version which brings several new features and enhancements to our component hub for reusable Kubernetes workload templates and a built-in model registry.
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Polyaxon v1.4: Upload, Component Hub, & Model Registry

Polyaxon v1.4: Upload, Component Hub, & Model Registry
Today, we are pleased to announce the v1.4 release of our MLOps platform, a stable version which brings several new features and enhancements to our component hub for reusable Kubernetes workload templates and a built-in model registry.
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Polyaxon v1.4: Upload, Component Hub, & Model Registry

Polyaxon v1.4: Upload, Component Hub, & Model Registry
Today, we are pleased to announce the v1.4 release of our MLOps platform, a stable version which brings several new features and enhancements to our component hub for reusable Kubernetes workload templates and a built-in model registry.
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Polyaxon v1.4: CLI Upload, CLI Configurations, default owner/project, CLI for Component Hub & Model Registry

Polyaxon v1.4: CLI Upload, CLI Configurations, default owner/project, CLI for Component Hub & Model Registry
Polyaxon v1.4 release improves Polyaxon CLI with several new features and improvements to upload artifacts, set global configurations, and interact with components and registries.
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Polyaxon v1.3: Improved hyperparameter tuning, Lineage, & UX

Polyaxon v1.3: Improved hyperparameter tuning, Lineage, & UX
Today, we are pleased to announce the v1.3 release of our MLOps platform, a stable version which brings several new features and improvements to the managed hyperparameter optimization capabilities on Kubernetes and lineage tracking system.
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Polyaxon v1.3: New search and visualization interface

Polyaxon v1.3: New search and visualization interface
Today, we are pleased to announce the v1.3 release of our MLOps platform with a new searcg and visualization interface.
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Polyaxon v1.3: Improved Run info and metadata

Polyaxon v1.3: Improved Run info and metadata
Polyaxon v1.3 release of our MLOps platform introduces new features and improvements to the run info and metadata.
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Polyaxon v1.3: Improved cache performance and cache hit detection

Polyaxon v1.3: Improved cache performance and cache hit detection
Polyaxon v1.3 release introduces a new heuristic to detect cache hits faster.
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Polyaxon v1.3: Improved hyperparameter tuning

Polyaxon v1.3: Improved hyperparameter tuning
Polyaxon v1.3 brings several new features and improvements to the managed hyperparameter optimization capabilities, mid-run concurrency updates, new lineage metadata for iterations.
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Polyaxon v1.1.8: Eager mode, CSV Results, & improved UI

Polyaxon v1.1.8: Eager mode, CSV Results, & improved UI
Today, we are pleased to announce the v1.1.8 release, a stable version which brings several new features, enhancements, and fixes. This release does not introduce any breaking changes and is fully compatible with previous releases (> v1.0.9).
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Reproducible & Portable Machine Learning packages

Reproducible & Portable Machine Learning packages
As we are testing release candidates for the upcoming PolyaxonV1.1. Several users have been asking about the new Polyaxonfile changes and…
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Streamlining the machine Learning lifecycle

Streamlining the machine Learning lifecycle
The v1 release delivers some new functionalities and features to streamline the machine learning lifecycle.
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Polyaxon v0.5

Polyaxon v0.5
Today, we are pleased to announce the v0.5 release of our MLOps platform, a stable version which brings significant improvements to Polyaxon’s deployment and management experience, model management and Machine Learning (ML) workflows automation.
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Polyaxon v0.4.3: stable — Improved dashboard, setup, and documentation

Polyaxon v0.4.3: stable — Improved dashboard, setup, and documentation
Today, we are pleased to announce the v0.4.3 release of our MLOps platform, a stable version with improved functionalities and documentation.
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Polyaxon v0.4.2: Kubeflow, Horovod, and MPI integrations

Polyaxon v0.4.2: Kubeflow, Horovod, and MPI integrations
Polyaxon now integrates with Kubeflow, Horovod, and MPI natively.
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Polyaxon v0.4: Integrations, Machine Learning CI, Better support of external repos, Better support of cloud storages...

Polyaxon v0.4: Integrations, Machine Learning CI, Better support of external repos, Better support of cloud storages...
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Polyaxon 0.2.7: experiments comparison & model analysis

Polyaxon 0.2.7: experiments comparison & model analysis
Today’s release is the first step towards experiments comparison on Polyaxon and overall model analysis.
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Polyaxon 0.2.3: Experiment stability, better tracking, better visualization

Polyaxon 0.2.3: Experiment stability, better tracking, better visualization
We’re pleased to announce the new release of Polyaxon 0.2.3. Today’s release continues to focus on internal improvements and stability, and make the best experience to run and scale machine learning on Kubernetes.
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Polyaxon v0.2

Polyaxon v0.2
The new version of Polyaxon comes with a lot of new features, bug fixes, and performance enhancement.
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Mounting multiple data and outputs volumes

Mounting multiple data and outputs volumes
For some advanced uses cases, users might need to mount more than one data and/or outputs volumes.
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Advanced scheduling of experiments and jobs on Polyaxon

Advanced scheduling of experiments and jobs on Polyaxon
For some advanced use cases, users might need to have more control over where specific Polyaxon jobs should be deployed on their clusters.
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Saving, resuming, and restarting experiments with Polyaxon

Saving, resuming, and restarting experiments with Polyaxon
In this post we will introduce a new feature on Polyaxon, checkpointing, resuming, and restarting experiments.
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Hyperparameters tuning on Kubernetes

Hyperparameters tuning on Kubernetes
hyperparameters tuning is very important concept in order to choose the optimal hyperparameters for a given algorithm!
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Distributed Deep Learning on Kubernetes

Distributed Deep Learning on Kubernetes
In this short tutorial, we will be going over a new feature in Polyaxon, distributed training.
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Jupyter notebooks and tensorboards on Polyaxon

Jupyter notebooks and tensorboards on Polyaxon
We’re introducing a new feature at Polyaxon to help you iterate on your projects and share your work; Jupyter Notebook and Tensorboard.
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