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Study Notes Index (knowledge base structure)
Statistics
[book] Analysis of Observational Health Care Data Using SAS
[book] Causal Inference: What If
[book] Causal inference in statistics
a primer
[book] Data Analysis Using Regression and Multilevel/Hierarchical Models
[book] Fundamentals of Clinical Trials (4th edition)
[book] Group Sequential and Confirmatory Adaptive Designs in Clinical Trials
[book] Regression Modeling Strategies
Adaptive Clinical Trial Design
Analysis of ordinal outcome
Why analysis of stratified randomization trial data need to account for the stratification factors?
Association vs. Prediction vs. Causation
Baseline adaptive randomization
Exploring Bayesian Optimization
Causal Inference General Study Notes
Competing risk models
Correlated/Longitudinal Data Analysis
Cox PH model
Dirichlet process
Notes on FDA Guidances for Industry
Gaussain Process
Notes on Group Sequential Trial Design
Notes on ICH guidelines
Power,
MDD
/
E
(minimum detectable difference/effect), and
Effect size
in clinical trials
Meta-analysis
Missing data
Model comparison methods
Monte Carlo Method
Multicollinearity
Multiplicity in Clinical Trials
Non-inferiority/equivalence/superiority test basics
Observational study design
Propensity Score Methods & Implementation
Quantile regression
Sample size calculation for the Wilcoxon-Mann-Whitney test adjusting for ties
Survival Analysis
Trimmed means analysis
Statistical computing
How R searches and finds stuff
Pandas study note
R study notes/tips
Google R package googleVis
Notes on
matplotlib
DS/ML
[book] Hands-On Machine Learning with Scikit-Learn and TensorFlow
[book] Python Data Science Handbook
Udemy: Python for Data Science and Machine Learning Bootcamp
Boosting
Cluster analysis
Machine Learning (General)
Naive Bayes
Stochastic Gradient Decent (SGD)
Tree/Random Forest (Bagging)
Computer science
廖雪峰python教程笔记
HTML Basics
Hard Data Analyst SQL Interview Questions
Inside look at modern web browser
Learning React
Learning Rust
Modern JavaScript Explained
Numpy study notes
SQL study notes
git and github
Math
Essence of linear algebra
Miscellaneous
Early management of patients with acute ischemic stroke
Miscellaneous Study Notes
Pharmacedutical development
:bulb: Q: fair coin, # of flips to get two consecutive side (H or T)
Generate random number 1 to 7 using a fair dice
Repository
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