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update value prop in readme
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Ruslan Kuprieiev
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@@ -14,25 +14,34 @@
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**Data Version Control** or **DVC** is an **open-source** tool for data science and machine
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learning projects. Key features:
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**Data Version Control** or **DVC** helps you develop reproducible machine
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learning projects:
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#. Simple **command line** Git-like experience. Does not require installing and maintaining
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any databases. Does not depend on any proprietary online services.
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#. Version your data and models.
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#. Management and versioning of **datasets** and **machine learning
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models**. Data can be saved in S3, Google cloud, Azure, Alibaba
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cloud, SSH server, HDFS, or even local HDD RAID.
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#. Connect them to your code and parameters to form a pipeline.
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#. Makes projects **reproducible** and **shareable**; helping to answer questions about how
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a model was built.
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#. Modify data, code, or parameters and run your modified pipeline.
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#. Helps manage experiments with Git tags/branches and **metrics** tracking.
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#. Iterate and track each experiment.
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**DVC** aims to replace spreadsheet and document sharing tools (such as Excel or Google Docs)
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frequently used as both knowledge repositories and team ledgers.
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DVC also replaces both ad-hoc scripts to track, move, and deploy different model versions
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and ad-hoc data file suffixes and prefixes.
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#. Share, compare, and reconstruct experiments.
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**Why DVC?**
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#. **Store** data and models (big) in your cloud storage, but keep their version
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info (small) in your Git repo.
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#. **Iterate** fast with straightforward YAML pipelines. When you make changes,
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only run the steps impacted by those changes.
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#. **Track** experiments in your local Git repo (no servers needed) and choose
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which to keep and share.
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#. **Compare** any data, code, parameters, metrics, or plots and analyze however
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you want.
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#. **Reconstruct** anyone's experiment with a single command.
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.. contents:: **Contents**
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:backlinks: none
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