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report.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"For Random Forest we have those results :\n",
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"For Random Forest we obtained those results :\n",
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"\n",
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"![image.png](attachment:image.png)"
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"source": [
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"## Conclusion\n",
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"\n",
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"This project allowed us to apply all the course materials. We loaded a dataset that we cleaned and prepared. We performed some training and some testing. We calculated metrics and hyperparameters to find the best model. We used MlFlow in order to handle our experiments. We deployed our application in docker that we learned to use."
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"This project allowed us to apply all the course materials. We loaded a dataset that we cleaned and prepared. We performed some training and some testing. We calculated metrics and hyperparameters to find the best model. We used MlFlow in order to handle our experiments. We deployed our application on docker that we learned to use.\n",
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"\n",
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"The biggest difficulty was to choose the best model which took us some time. We fixed it with the hyperparameters' tunning which allowed us to find the better parameters randomly."
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]
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}
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],

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