search

SrijanShovit / HealthLearning

A repo comprising of various Machine Learning and Deep Learning projects in healthcare domain.
39 stars 53 forks source link

Metabolic Syndrome Prediction | 5. Model prediction and evaluation #98

Closed SrijanShovit closed 5 months ago

SrijanShovit commented 6 months ago

Is your feature request related to a problem? Please describe.

After all data play, let's delve into actual training part.

Describe the solution you'd like

  1. Write generic functions.
  2. Use all features; no feature engineering (transformation, selection, extraction, dropping here)
  3. Use both normalized and standardized data.
  4. Use hyperparameter tuning for models.
  5. Use some training strategy like LOSO or K-Fold.
  6. Record time to find best params and time to train using those params.
  7. Predict on test data and print all eval metrics.
  8. If it is binary classification, plot ROC to find optimal threshold.
  9. Using that, plot Confusion matrix to evaluate the models.
  10. Models to use: Extra Trees, Extra Tree, SVM, Logistic, KNN, DT, RF, GB, Bagging Clf, XGB, Hist GB, MLP, Catboost, Adaboost, Naive Bayes, LightGBM

Describe alternatives you've considered

No response

Additional context

No response

Code of Conduct

SrijanShovit commented 6 months ago

@Arihant-Bhandari proceed

github-actions[bot] commented 6 months ago

Congratulations, @SrijanShovit! 🎉 Thank you for creating your issue. Your contribution is greatly appreciated and we look forward to working with you to resolve the issue. Keep up the great work!

We will promptly review your changes and offer feedback. Keep up the excellent work! Kindly remember to check our contributing guidelines

github-actions[bot] commented 6 months ago

This issue has been automatically closed because it has been inactive for more than 7 days. If you believe this is still relevant, feel free to reopen it or create a new one. Thank you!

Arihant-Bhandari commented 6 months ago

hi @SrijanShovit due to certain circumstances in my college, i am now able to complete this project, i would be really glad if you could open this issue up again. thank you as always

Arihant-Bhandari commented 5 months ago

Thank you @SrijanShovit will complete this soon.

Taranpreet10451 commented 5 months ago

Please assign this to me.

Ar7109 commented 5 months ago

@SrijanShovit I have worked earlier in machine learning field. Please assign to me under gssoc 2024

github-actions[bot] commented 5 months ago

This issue has been automatically closed because it has been inactive for more than 7 days. If you believe this is still relevant, feel free to reopen it or create a new one. Thank you!