Polyaxon's new MLOps sandbox feature
![Polyaxon's new MLOps sandbox feature](/static/7af4c006790ec8b3873309d6abbc18c8/25c8a/mlops-sandbox.png)
Polyaxon v1.18: Improved run control
![Polyaxon v1.18: Improved run control](/static/ca119dbfc200239a34f78cf0dcfd8c26/94622/run-control-full-view.png)
Polyaxon v1.18: New comparison features
![Polyaxon v1.18: New comparison features](/static/25de67d1f128a3742edec2fda3cef801/558b4/comparing-runs.png)
Polyaxon v1.18: New Tensorboard component and initializer
![Polyaxon v1.18: New Tensorboard component and initializer](/static/9b060be36610b5aa92ec58249de7de89/7c43d/tensorboard-compare.png)
Polyaxon v1.18: Improve CLI with rich interface
![Polyaxon v1.18: Improve CLI with rich interface](/static/753e2516969a3886e5847b0285ade0e1/9fbb7/cli-rich-ui.png)
Polyaxon v1.18: Support for annotations and env vars in connections schema
![Polyaxon v1.18: Support for annotations and env vars in connections schema](/static/e62b3755be05ea00bb612dbe333c8fb0/7d825/improved-connection-schema.png)
Polyaxon v1.18: Improved query language
![Polyaxon v1.18: Improved query language](/static/c4892f41489be9b529a243c6ba5a7ac2/94622/filter-by-connections-and-artifacts.png)
Polyaxon v1.18: Admin command to force clean operations
![Polyaxon v1.18: Admin command to force clean operations](/static/6e99aa22cf3175f2088fa7096abc54eb/50bd4/admin-clean-ops.png)
Polyaxon v1.17: Pulling & Pushing runs
![Polyaxon v1.17: Pulling & Pushing runs](/static/1caa04d5337d9d386e65f03305fcc955/fc736/ops-pull.png)
Polyaxon v1.16: Inspecting chart data
![Polyaxon v1.16: Inspecting chart data](/static/0256f4e1d3a951d33600d8d7a449d321/94622/inspection-chart.png)
Polyaxon v1.16: Transferring runs, models, components, & artifacts
![Polyaxon v1.16: Transferring runs, models, components, & artifacts](/static/4e436dcf1b74229c5d4037a1a2c506d5/9d060/transfer-multi-runs.png)
Polyaxon v1.16: Progress tracking
![Polyaxon v1.16: Progress tracking](/static/af0e9b50d69a94726e8039797e6775fd/f7a7c/progress-tracking.png)
Polyaxon v1.16: CLI Operation shell & inspection
![Polyaxon v1.16: CLI Operation shell & inspection](/static/49347caeb8feafd3a42621ba4aeb100a/0d23e/cli-run-shell.png)
Polyaxon v1.16: Automatic CSV/TSV/Dataframes/... rendering
![Polyaxon v1.16: Automatic CSV/TSV/Dataframes/... rendering](/static/88a7642d24a485f532089ab858d636f2/94622/csv.png)
Polyaxon v1.15: Global Search & Recently Viewed
![Polyaxon v1.15: Global Search & Recently Viewed](/static/ff4fa2d96670926d0f381a60d291ed77/f3b27/recently-viewed.png)
Polyaxon v1.14: Component Latest Runs
![Polyaxon v1.14: Component Latest Runs](/static/e348dce92a52ad3d0a51526e7f1dd56d/3f7cb/recent-runs.png)
Polyaxon v1.13: Service Accounts
![Polyaxon v1.13: Service Accounts](/static/3ce00292012fc5b40247f7247ce69f43/1abf1/service-account-scopes.png)
Polyaxon v1.13: Billing & Read Only Seats
![Polyaxon v1.13: Billing & Read Only Seats](/static/875b87f345283d7abc330e61c827a8be/42889/all-seats.png)
Polyaxon v1.13: Experiments Table Heatmap
![Polyaxon v1.13: Experiments Table Heatmap](/static/9157005dfef1efebbb41ebcf435f9c9e/bca19/heatmap-categorical-fields.png)
Polyaxon v1.13: Queues saturation
![Polyaxon v1.13: Queues saturation](/static/33f83549787bac75ad78445734163952/e3e04/queue-saturation.png)
Polyaxon v1.13: Integration with HuggingFace
![Polyaxon v1.13: Integration with HuggingFace](/static/94a20ea48d1e3289f947f5512a176c68/005f4/plx%2Bhg.png)
Polyaxon v1.13: Easy hyperparameter tuning from CLI
![Polyaxon v1.13: Easy hyperparameter tuning from CLI](/static/61d73d74567f49fb2cbb0b0cc3c20621/a09b8/optimization-engine.png)
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](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.12: Models and Artifacts initializers
![Polyaxon v1.12: Models and Artifacts initializers](/static/934a465fa0c96b0d0092ce41bb952d05/3601a/polyaxon-spec.png)
Polyaxon v1.12: Date and Datetime Hyperparam Generators & Backfills
![Polyaxon v1.12: Date and Datetime Hyperparam Generators & Backfills](/static/934a465fa0c96b0d0092ce41bb952d05/3601a/polyaxon-spec.png)
Polyaxon v1.12: Inputs/Outpts/Param to Env Vars
![Polyaxon v1.12: Inputs/Outpts/Param to Env Vars](/static/934a465fa0c96b0d0092ce41bb952d05/3601a/polyaxon-spec.png)
Polyaxon v1.12: Transfer Runs
![Polyaxon v1.12: Transfer Runs](/static/e17fb0d056124fe34f59c437bcc7b5b1/b891e/runs-transfer-destination.png)
Polyaxon v1.12: Tags Management
![Polyaxon v1.12: Tags Management](/static/3a514ec39d181d789d9508cfdc8c131f/b891e/tag-info.png)
Polyaxon v1.12: Table - Visualization Resizing
![Polyaxon v1.12: Table - Visualization Resizing](/static/fb5d0ce1ebc492713abe54da442be737/b891e/comparison-resizing.png)
Polyaxon v1.12: Filter for/out values
![Polyaxon v1.12: Filter for/out values](/static/447fe860bc2dbd58e4feb6a851725da5/b891e/filter-values-click-cell.png)
Polyaxon v1.12: Runs compare table
![Polyaxon v1.12: Runs compare table](/static/5e426bfe5e565bf00b419b2753112726/b891e/compare-changes-on.png)
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](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.11: New Logging Interface
![Polyaxon v1.11: New Logging Interface](/static/2bd2e9a5f2fb115e9e38e408a12f2251/a86c1/run-logs.png)
Polyaxon v1.11: UI Operation Inspection and Container Shell
![Polyaxon v1.11: UI Operation Inspection and Container Shell](/static/a426cb4c2fb8da2cb68ddf5d67a1efc3/a86c1/run-shell-1.png)
Polyaxon v1.11: New dashboards capabilities
![Polyaxon v1.11: New dashboards capabilities](/static/315e22c7293e7d3827dba00c4682053a/7f061/dashboard-controls.png)
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](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.10: Queues Quotas
![Polyaxon v1.10: Queues Quotas](/static/bd9da6575ba1809df24aea2932eb64d2/dac12/quota-view.png)
Polyaxon v1.10: New filtering capabilities
![Polyaxon v1.10: New filtering capabilities](/static/58ddb44b0eabf5ac0d0adf3c65e48e4b/a86c1/search-experience.png)
Polyaxon v1.10: Multi-section and multi-layout dashboards
![Polyaxon v1.10: Multi-section and multi-layout dashboards](/static/b087b5a4ab4e5ab7c24bcf54366403d1/a86c1/vertical-layout.png)
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](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.9: UI managed connections
![Polyaxon v1.9: UI managed connections](/static/d01c7677347ec9007302531af9c20751/d533a/agent-connections-management.png)
Polyaxon v1.9: Pending logic
![Polyaxon v1.9: Pending logic](/static/b2d1f0162293ec1daf2eba86d3fd2c9d/693cf/run-pending-approval.png)
Polyaxon v1.9: Improved run and project overview pages
![Polyaxon v1.9: Improved run and project overview pages](/static/9050d16f1bfec9549e3fd27247590872/d533a/project-overview.png)
Polyaxon v1.9: Converting params to cli args
![Polyaxon v1.9: Converting params to cli args](/static/934a465fa0c96b0d0092ce41bb952d05/3601a/polyaxon-spec.png)
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](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.8: Tensorboard and custom actions from the UI
![Polyaxon v1.8: Tensorboard and custom actions from the UI](/static/ba922a2a88d835ef249251ab44c2c13d/0a19e/running-tensorboard.png)
Polyaxon v1.8: New Rendering Capabilities
![Polyaxon v1.8: New Rendering Capabilities](/static/8262de6fffeb3d4e89e910cb4efe13ee/f01e1/notebook-rendering.png)
Polyaxon v1.8: Graph View
![Polyaxon v1.8: Graph View](/static/7ce5c2987b7629f6c61b05bdcb463f79/f01e1/graph-view.png)
Polyaxon v1.8: Customizable Notifiers & Tuners
![Polyaxon v1.8: Customizable Notifiers & Tuners](/static/6aed9932021148be66e912b805f4ae8a/03576/slack-notifiers.png)
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](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.7: Improved Assets Tracking, New Callbacks, Better Documentation with Examples
![Polyaxon v1.7: Improved Assets Tracking, New Callbacks, Better Documentation with Examples](/static/c01e00432e50599625077af931fefbac/e9360/asset-tracking.png)
Polyaxon v1.7: CSV Download
![Polyaxon v1.7: CSV Download](/static/cf1aea4da004a7319a7f1cf4b7758b36/58415/ui-csv-download.png)
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](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.6: Timeline View
![Polyaxon v1.6: Timeline View](/static/5006d89bdc4461080e43c52b6cf636e4/39a26/timeline-matrix.png)
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](/static/e7185771be26e156ac56bb73b1553b80/b31dd/offline-mode.png)
Polyaxon v1.6: Manual ML runs managements
![Polyaxon v1.6: Manual ML runs managements](/static/8d0c94d58f477bf5fc245aa8a5381023/cb926/polyaxon-experimentation.png)
Polyaxon v1.6: File Initializer
![Polyaxon v1.6: File Initializer](/static/934a465fa0c96b0d0092ce41bb952d05/3601a/polyaxon-spec.png)
Polyaxon v1.5: Events, hooks, & Joins
![Polyaxon v1.5: Events, hooks, & Joins](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.5: Compiler Improvements
![Polyaxon v1.5: Compiler Improvements](/static/934a465fa0c96b0d0092ce41bb952d05/3601a/polyaxon-spec.png)
Polyaxon v1.5: Inroducing Hooks
![Polyaxon v1.5: Inroducing Hooks](/static/345c046f975897c28ae90fb81d8a2539/e2228/polyaxon-hooks.png)
Polyaxon v1.5: Inroducing Joins
![Polyaxon v1.5: Inroducing Joins](/static/014ef29eef7bdc183bcd8c81b57440ba/a555f/polyaxon-joins.png)
Polyaxon v1.5: Inroducing Events
![Polyaxon v1.5: Inroducing Events](/static/3fd6703f1db79871c76340584a3efc11/d4f95/polyaxon-events.png)
Polyaxon v1.4: Upload, Component Hub, & Model Registry
![Polyaxon v1.4: Upload, Component Hub, & Model Registry](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.4: Upload, Component Hub, & Model Registry
![Polyaxon v1.4: Upload, Component Hub, & Model Registry](/static/4e47c9468bdef1953336f07c84f58332/5335f/model-registry.png)
Polyaxon v1.4: Upload, Component Hub, & Model Registry
![Polyaxon v1.4: Upload, Component Hub, & Model Registry](/static/96c19d36aa2e5520ce9b5c209f37395e/f01e1/component-hub.png)
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](/static/398dc0811a94b942954978b5c264152e/344f0/schemas.png)
Polyaxon v1.3: Improved hyperparameter tuning, Lineage, & UX
![Polyaxon v1.3: Improved hyperparameter tuning, Lineage, & UX](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v1.3: New search and visualization interface
![Polyaxon v1.3: New search and visualization interface](/static/1893ee8961e066006aefedd315f63e68/4cd6e/viz-table.png)
Polyaxon v1.3: Improved Run info and metadata
![Polyaxon v1.3: Improved Run info and metadata](/static/317a219360b8e89500a0ed226342844e/4cd6e/agent-queue-filters.png)
Polyaxon v1.3: Improved cache performance and cache hit detection
![Polyaxon v1.3: Improved cache performance and cache hit detection](/static/8a00170c6688c3561f7bb9dd85f4d59f/4cd6e/viz-cache-hit.png)
Polyaxon v1.3: Improved hyperparameter tuning
![Polyaxon v1.3: Improved hyperparameter tuning](/static/02ce8c7d1e14c883ba41fa724456cc12/4cd6e/bayesian-optimization-iteration-lineage.png)
Polyaxon v1.1.8: Eager mode, CSV Results, & improved UI
![Polyaxon v1.1.8: Eager mode, CSV Results, & improved UI](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Reproducible & Portable Machine Learning packages
![Reproducible & Portable Machine Learning packages](/static/2d7955e704a331acbad8815988ae7565/d6cbb/k8s-package.png)
Streamlining the machine Learning lifecycle
![Streamlining the machine Learning lifecycle](/static/ec8ceb6323b552fdef077f0ed1aaf179/5267c/mathew-schwartz-eKocLV6jI2g-unsplash.jpg)
Polyaxon v0.5
![Polyaxon v0.5](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v0.4.3: stable — Improved dashboard, setup, and documentation
![Polyaxon v0.4.3: stable — Improved dashboard, setup, and documentation](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v0.4.2: Kubeflow, Horovod, and MPI integrations
![Polyaxon v0.4.2: Kubeflow, Horovod, and MPI integrations](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
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...](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon 0.2.7: experiments comparison & model analysis
![Polyaxon 0.2.7: experiments comparison & model analysis](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon 0.2.3: Experiment stability, better tracking, better visualization
![Polyaxon 0.2.3: Experiment stability, better tracking, better visualization](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Polyaxon v0.2
![Polyaxon v0.2](/static/0c9f1d192b9470f9834adb78fa14b0ea/a3af8/polyaxon-release.png)
Mounting multiple data and outputs volumes
![Mounting multiple data and outputs volumes](/static/d8216077445c9b6c00032d9b5a2839b9/6edc3/kubernetes-scheduling.png)
Advanced scheduling of experiments and jobs on Polyaxon
![Advanced scheduling of experiments and jobs on Polyaxon](/static/d8216077445c9b6c00032d9b5a2839b9/6edc3/kubernetes-scheduling.png)
Saving, resuming, and restarting experiments with Polyaxon
![Saving, resuming, and restarting experiments with Polyaxon](/static/b5e6f2ab2a6bcb52b9e86e558be4438d/83280/landing.png)
Hyperparameters tuning on Kubernetes
![Hyperparameters tuning on Kubernetes](/static/33eb7d427970c9dc3681ac3a4fb8a1ff/6a60e/landing.png)
Distributed Deep Learning on Kubernetes
![Distributed Deep Learning on Kubernetes](/static/da0d2b7b24e2e8a75d98bca68404b475/86df2/distributed-training.png)
Jupyter notebooks and tensorboards on Polyaxon
![Jupyter notebooks and tensorboards on Polyaxon](/static/84956d2c3a29195dddc05fe45ee079e3/5267c/markus-spiske-4nBsYBShPKA-unsplash.jpg)