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Final fix before release
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sections/conceptual_proposal.tex

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@@ -47,7 +47,7 @@ \subsection{Feeding data}
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\subsection{Data workflow}
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\label{subsec:conceptualimplementation_dataworkflow}
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Our workflow, as depicted in Figure \ref{fig:dataworkflow}, is designed to systematically transform raw data into actionable insights.
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Our workflow, as depicted in Figure \ref{fig:dataworkflow}, is designed to systematically transform raw data into actionable insights. Even though we are looking to find excellence in registration for students, this model could be used and/or improved as a security measure to detect students at risk of dropping out.
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\begin{figure}
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\centering
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\end{enumerate}
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\subsection{Validation and Expected Outcomes}
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We anticipate that this comprehensive workflow will yield a robust predictive model capable of identifying students at risk and informing targeted interventions. We will gauge the efficiency of our model through rigorous validation techniques such as \acrfull{roc}, \acrfull{pca}, etc. to ensure the reliability of our predictions.
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We anticipate that this workflow will yield a robust model capable of identifying excellent students. We will gauge the efficiency of our model through rigorous validation techniques such as \acrfull{roc}, \acrfull{pca}, etc. to ensure the reliability of our predictions.
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\end{document}

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