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Update README.md
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BruceYanghy committed Aug 19, 2023
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Expand Up @@ -56,6 +56,10 @@ We utilize a layered structure in FinRL-Meta, as shown in the figure above, that

## DataOps

<div align="center">
<img align="center" src=figs/FinRL-Meta-Data_layer_v2.png width="80%">
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DataOps applies the ideas of lean development and DevOps to the data analytics field. DataOps practices have been developed in companies and organizations to improve the quality and efficiency of data analytics. These implementations consolidate various data sources, unify and automate the pipeline of data analytics, including data accessing, cleaning, analysis, and visualization.

However, the DataOps methodology has not been applied to financial reinforcement learning researches. Most researchers access data, clean data, and extract technical indicators (features) in a case-by-case manner, which involves heavy manual work and may not guarantee the data quality.
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