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Update app.py
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app.py
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<p style="color: white;">To use the demo, please follow these steps:</p>
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<ol style="color: white;">
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<li style="color: white;">Select a fine-tuned model
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<ul style="color: white;">
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<li style="color: white;">ASTRA-FT-HGR: Fine-tuned with 10 % data from schools that have a high graduation rate.</li>
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<li style="color: white;">ASTRA-FT-Skills: Fine-tuned with 10% of initial problems from both HGR and LGR schools + Prior Skills encoded using Bayesian Knowledge Tracing</li>
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<li style="color: white;">ASTRA-FT-Temporal: Fine-tuned with 10% of initial problems from both HGR and LGR schools + temporal features measuring student engagement with MATHia</li>
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<li style="color: white;">ASTRA-FT-Unified: Fine-tuned with 10% of initial problems from both HGR and LGR schools + Prior Skills + temporal features</li>
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</ul>
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</li>
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</li>
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</li>
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<li style="color: white;">Generate strategies from the AI model and visualize the strategies .csv files using the path analysis web-app.
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Refer to the <a href="https://drive.google.com/file/d/1wussSAYV5WfRSgYNEDgxWNqMUNoiu65u/view" style="color: #1E90FF; text-decoration: none;">user guide </a> for more details on how to interpret the strategy visualization.
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</ol>
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"""
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<p style="color: white;">To use the demo, please follow these steps:</p>
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<ol style="color: white;">
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<li style="color: white;">Select a percentage of schools to analyze (selecting a large percentage may take a long time). Note that the selected percentage is applied to both High Graduation Rate (HGR) schools and Low Graduation Rate (LGR schools).
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</li>
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<li style="color: white;">Select a fine-tuned model:</li>
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<ul style="color: white;">
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<li style="color: white;">ASTRA-FT-HGR: Fine-tuned with 10 % data from schools that have a high graduation rate.</li>
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<li style="color: white;">ASTRA-FT-Skills: Fine-tuned with 10% of initial problems from both HGR and LGR schools + Prior Skills encoded using Bayesian Knowledge Tracing</li>
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<li style="color: white;">ASTRA-FT-Temporal: Fine-tuned with 10% of initial problems from both HGR and LGR schools + temporal features measuring student engagement with MATHia</li>
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<li style="color: white;">ASTRA-FT-Unified: Fine-tuned with 10% of initial problems from both HGR and LGR schools + Prior Skills + temporal features</li>
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</ul>
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<li style="color: white;">
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The results from the fine-tuned model are displayed in the dashboard:
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<ul>
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<li style="color: white;">The model accuracy is computed using the ROC-AUC metric.</li>
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<li style="color: white;">The results are shown for HGR, LGR schools and for different problem types (ER/ME).</li>
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<li style="color: white;">The distribution over how students utilized the optional tasks (whether they utilized ER/ME, used both of them or none of them) is shown for each problem type.</li>
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</ul>
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</li>
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<li style="color: white;">
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Generate strategies from the AI model and visualize the strategies .csv files using the path analysis web-app.
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Refer to the
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<a href="https://drive.google.com/file/d/1wussSAYV5WfRSgYNEDgxWNqMUNoiu65u/view"
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style="color: #1E90FF; text-decoration: none;">
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user guide
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</a>
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for more details on how to interpret the strategy visualization.
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</li>
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</ol>
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"""
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