User:Bazwright70/Books/Coursera Data Science

Coursera Data Science

 * Analysis
 * Asymptotic analysis
 * Big O notation
 * Electronic data processing
 * Nonparametric statistics
 * Error function


 * Git
 * Version control


 * Inference
 * Statistical inference
 * Bayesian inference


 * Data Types
 * Raw data
 * XML
 * JSON


 * Languages
 * XPath
 * Database


 * Multiple Comparrisons
 * False positive rate
 * Family-wise error rate
 * False discovery rate
 * Bonferroni correction
 * Boole's inequality


 * Linear models
 * Analysis of variance
 * F-test
 * Deviance (statistics)


 * Generalised Linear Models(GLM's)
 * Logistic regression
 * Poisson regression
 * Variance inflation factor
 * Binomial regression
 * Contingency table
 * Overdispersion
 * Geometric mean


 * Statistical Distributions
 * Gamma distribution
 * Negative binomial distribution
 * Poisson distribution
 * Binomial distribution
 * Beta distribution
 * Normal distribution
 * Odds ratio


 * Machine Learning
 * Pruning (decision trees)
 * ID3 algorithm