orieger
commented
2 years ago Thank you very much for preparing the timestamps @ktzhao ❤️
May I ask someone responsible here to publish these timestamps on youtube?
@logankilpatrick ? 😃
I would highly appreciate that 👍
Machine Learning in Health: Predicting Pregnancy Complications | PyData Global 2021
https://www.youtube.com/watch?v=h3pcKTTDmuY
00:20 - Begin of presentation 01:02 - Personal introduction 01:47 - Content 02:40 - PreFree is ... 03:08 - Medical background - Preeclampsia 03:45 - Preeclampsia, Unspecific Symptoms - Devastating Complications 05:20 - Current Care Path 06:31 - User Research Confirms .. 07:14 - PreFree Solution for Patient-Centered Care 08:15 - PreFree Application 09:48 - Physicain Frontend 10:41 - Mobile Application 11:00 - Data 13:22 - Modelling - goal 13:38 - Modelling - workflow 15:29 - Modelling - feature selection 16:50 - Modelling - handling missing values 17:25 - Modelling - feature engineering 19:43 - Modelling - model selection 21:12 - Modelling - final step: hyperparameter tuning 21:22 - Modelling - results 21:39 - Modelling - attempt to quantify generalisation variance 23:30 - Modelling - upcoming 24:07 - Modelling - deployment! 24:22 - Data Protection 25:50 - We are interested in ...