Child Maltreatment Text Classification Projects

Python code provided for a text classification task of child maltreatment aspects from CPS case reports

Scripts 0-2 Preprocessing Data
Script 3 Child Maltreatment Classification Evaluation linear models (SVC, Naive Bayes, LogReg..)
Script 4 Child Maltreatment Classification Finetuning Evaluation XLN Roberta XL LLM
Script 5 Child Maltreatment Classification Finetuning Evaluation Mixtral 8x7B QLora/Peft Adapter

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Name		Name	Last commit message	Last commit date
Latest commit History 3 Commits
.gitignore		.gitignore
0_prepprocessing_import_docx.ipynb		0_prepprocessing_import_docx.ipynb
1_prepprocessing_extracting_text_section_with_violence_stems.ipynb		1_prepprocessing_extracting_text_section_with_violence_stems.ipynb
2_prepprocessing_annotated_dataset_to_trainTestDataset.ipynb		2_prepprocessing_annotated_dataset_to_trainTestDataset.ipynb
3_linearModels_cm_classification_evaluation.ipynb		3_linearModels_cm_classification_evaluation.ipynb
4_finetune_roc_valid_xln_roberta_xl.png		4_finetune_roc_valid_xln_roberta_xl.png
4_finetune_validation_plot_confusion_matrix_xln_roberta_xl.png		4_finetune_validation_plot_confusion_matrix_xln_roberta_xl.png
4_finetune_xln_roberta_xl.py		4_finetune_xln_roberta_xl.py
4_finetune_xln_roberta_xl_eval.ipynb		4_finetune_xln_roberta_xl_eval.ipynb
5_auc_roc_mixtral.png		5_auc_roc_mixtral.png
5_finetune_cm_class_mixtral.py		5_finetune_cm_class_mixtral.py
5_finetune_cm_class_mixtral_eval.py		5_finetune_cm_class_mixtral_eval.py
5_mixtral_test_plot_confusion_matrix.png		5_mixtral_test_plot_confusion_matrix.png
6_preprpocessing_all_text_sections_for_deployment.ipynb		6_preprpocessing_all_text_sections_for_deployment.ipynb
LICENSE		LICENSE
README.md		README.md