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@@ -15,8 +15,6 @@ Try the [proofs of concepts](https://huggingface.co/spaces/earnliners/dow-usd).
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  Read the [White Paper](https://huggingface.co/spaces/earnliners/dow-usd/resolve/main/QPTFen.pdf).
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- Visit our [Publish0x page](https://www.publish0x.com/start/crypto-trading-mathematical-modeling-and-strategic-optimizat-xkelryw) and tip us for free.
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  Description:
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  Welcome to our community focused on integrating mathematics, machine learning, and streamlit-based visualization for financial markets! Our project revolves around building a real-time trading bot for cryptocurrency and stock markets, leveraging Principal Component Analysis (PCA), SHAP analysis, and Random Forest classifiers to make data-driven decisions.
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@@ -53,4 +51,5 @@ Let's Build Together!
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  Join us in pushing the boundaries of AI-driven trading!
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  Read the [White Paper](https://huggingface.co/spaces/earnliners/dow-usd/resolve/main/QPTFen.pdf).
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  Description:
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  Welcome to our community focused on integrating mathematics, machine learning, and streamlit-based visualization for financial markets! Our project revolves around building a real-time trading bot for cryptocurrency and stock markets, leveraging Principal Component Analysis (PCA), SHAP analysis, and Random Forest classifiers to make data-driven decisions.
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  Join us in pushing the boundaries of AI-driven trading!
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+ Visit our [Publish0x page](https://www.publish0x.com/start/crypto-trading-mathematical-modeling-and-strategic-optimizat-xkelryw) and tip us for free.
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