February, 2023#
Monday, 06/02/2023#
What I did today:
adjusted file paths in the Data analysis notebook and Data exploration notebook and used relative paths and plat-form independent paths to ensure reproducibility
To-do next time working on the project:
interpret ROC curve
finalise logistic regression section in the Data analysis notebook
start with the SVM section in the Data analysis notebook
Work on Issue #2 on github
Monday, 13/02/2023#
What I did today:
computed logistic regression for microstructural data
plotted brain region differences between controls and patients for the macrostructural data and microstructural data
To-do next time working on the project:
intepret ROC curve
provide more information on logistic regression section
compute SVM for macro and microstructural data
Read into Gridsearch to see how results differ whith different parameters
Wednesday, 16/02/2023#
What I did today:
created new notebook for SVM and computed pipelines for macro- and microstructural data
To-do next time working on the project:
Read into Gridsearch to see how results differ whith different parameters
provide more information on logistic regression and SVM section
intepret ROC curves
Thursday 23/02/2023#
What I did today:
provided more information on logistic regression and SVM notebook
intepreted ROC curve for macrostructural data
worked on the issue to standardise before splitting the data
To-do next time working on the project:
intepret ROC curve for microstructural data
Read into Gridsearch to see how results differ whith different parameters
provide more information on logistic regression and SVM notebook for microstructual data
cross-validate SVM and logistic regression for macro- and microstructural data