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Brain activity patterns associated with ADHD.
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How these patterns might differ between males and females.
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The focus is on MRI data β the key dataset seems to be the functional MRI connectome matrices, which represent brain activity.
The challenge is to find brain activity patterns that are associated with ADHD and sex differences.
The MRI (functional brain imaging) data is central to this task, and the goal is to analyze how these brain activity patterns differ in individuals with ADHD and how those patterns might differ between males and females.
βWhat brain activity patterns are associated with ADHD; are they different between males and females, and, if so, how?β
The goal is to build a model to predict both an individualβs sex and their ADHD diagnosis using functional brain imaging data of children and adolescents and their socio-demographic, emotions, and parenting information.
ADHD-Female-Brain-Detection/
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βββ notebooks/
β βββ 01_eda.ipynb # exploratory data analysis
β βββ 02_preprocessing.ipynb # feature engineering / cleaning
β βββ 03_modeling.ipynb # baseline + better models
β βββ 04_evaluation.ipynb # final models evaluation
β βββ submission_LR.csv # submission for logistic regression
β βββ submission_nn1.csv # submission for neural network 1
β βββ submission_nn2.csv # submission for neural network 2
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βββ reports/
β βββ data_description.md # dataset + feature explanation
β βββ model_notes.md # decisions made about models
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βββ README.md
βββ requirements.txt