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YangletLiu authored Mar 7, 2022
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**Our Vision**: AI community has accumulated an open-source code ocean over the past decade. We believe applying these intellectual and engineering properties to finance will initiate a paradigm shift from the conventional trading routine to an automated machine learning approach, even **RLOps in finance**.

[**FinRL**](https://finrl.readthedocs.io/en/latest/index.html) is **the first open-source framework** to demonstrate the great potential of applying deep reinforcement learning in quantitative finance. We help practitioners establish the development pipeline of trading strategies using **deep reinforcement learning (DRL)**.
[**FinRL**](https://finrl.readthedocs.io/en/latest/index.html) is **the first open-source project** to explore the great potential of deep reinforcement learning in finance. We help practitioners pipeline a trading strategy using **deep reinforcement learning (DRL)**.

FinRL provides a unified framework for various markets, state-of-the-art algorithms, financial tasks (portfolio management, cryptocurrency trading, high-frequency trading), live trading, etc.

The FinRL ecosystem:

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**FinRL 0.0 (Preparation)**: a universe of simulating/training/testing/trading environments in [FinRL-Meta](https://github.com/AI4Finance-Foundation/FinRL-Metaverse).

FinRL provides a unified framework for various markets, SOTA DRL algorithms, finance tasks (portfolio allocation, cryptocurrency trading, high-frequency trading), live trading support, etc.

## Outline

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