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allegroai 2020-12-22 23:45:44 +02:00
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@ -22,7 +22,7 @@ ClearML is a ML/DL development and production suite, it contains three main modu
- [Experiment Manager](#clearml-experiment-manager) - Automagical experiment tracking, environments and results - [Experiment Manager](#clearml-experiment-manager) - Automagical experiment tracking, environments and results
- [ML-Ops](https://github.com/allegroai/clearml-agent) - Automation, Pipelines & Orchestration solution for ML/DL jobs (K8s / Cloud / bare-metal) - [ML-Ops](https://github.com/allegroai/clearml-agent) - Automation, Pipelines & Orchestration solution for ML/DL jobs (K8s / Cloud / bare-metal)
- [Data-Management](https://github.com/allegroai/clearml/blob/master/docs/clearml-task.md) - Fully differentiable data management & version control solution on top of object-storage - [Data-Management](https://github.com/allegroai/clearml/blob/master/docs/datasets.md) - Fully differentiable data management & version control solution on top of object-storage
(S3/GS/Azure/NAS) (S3/GS/Azure/NAS)

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## Decoupling Data from Code - The Dataset Paradigm ## Decoupling Data from Code - The Dataset Paradigm
<a href="https://app.community.clear.ml"><img src="https://github.com/allegroai/clearml/blob/master/docs/dataset_screenshots.gif?raw=true" width="80%"></a>
### The ultimate goal of `clearml-data` is to transform datasets into configuration parameters ### The ultimate goal of `clearml-data` is to transform datasets into configuration parameters
Just like any other argument, the dataset argument should retrieve a full local copy of the Just like any other argument, the dataset argument should retrieve a full local copy of the
dataset to be used by the experiment. dataset to be used by the experiment.
@ -136,4 +138,3 @@ in the differential snapshot (location / size / hash), is available in the Artif
This allows you to quickly compare two dataset contents and visually see the difference. This allows you to quickly compare two dataset contents and visually see the difference.
- The dataset genealogy DAG and change-set summary table is visualized in Results / Plots - The dataset genealogy DAG and change-set summary table is visualized in Results / Plots
<a href="https://app.community.clear.ml"><img src="https://github.com/allegroai/clearml/blob/master/docs/dataset_screenshots.gif?raw=true" width="80%"></a>