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Bioconnector Workshops
http://bioconnector.github.io/workshops
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predictive analysis lesson #51

Open stephenturner opened 6 years ago

stephenturner commented 6 years ago

Outline

Predictive modeling

Data

Data cleaning & prep

Model fitting

Model comparison

Predicting new samples

Quick forecasting demo

stephenturner commented 6 years ago

see also chris wiggin's slides from datapalooza https://www.slideshare.net/chrishwiggins/data-science-nyt-inaugural-data-science-initiative-lecture/63-learnings_predictive_modeling_descriptive_modeling

stephenturner commented 6 years ago

may be useful

Teaching data science fundamentals through realistic synthetic clinical cardiovascular data | bioRxiv https://www.biorxiv.org/content/early/2017/12/12/232611

laderast/cvdRiskData: Cardiovascular Risk Dataset and Data generation script https://github.com/laderast/cvdRiskData

Shiny EDA Explorer https://tladeras.shinyapps.io/cvdnight1/

stephenturner commented 6 years ago

Elder research article on RF:

https://www.elderresearch.com/company/blog/modeling-with-random-forests

Also, https://veterinaryresearch.biomedcentral.com/articles/10.1186/s13567-015-0219-7