These notes are in draft form, with large gaps. I'm happy to hear about any errors, and I hope eventually to fill in some of the missing pieces.
What's the difference between Probability and Statistics?
Counting and combinatorics
Axiomatic Probability
Counting and combinatorics
Theories of probability
Axiomatic Probability
Random variables.
Expectation
Empirical distributions
Random sampling.
Simulation
Estimating parameters using random samples
Inference
Tests of particular hypotheses
Confidence intervals for particular parameters
Density estimation
Function estimation
Experiments versus observational studies
Experimental design
# Version information
%load_ext version_information
%version_information scipy, numpy, pandas, matplotlib
//anaconda/lib/python2.7/site-packages/IPython/core/formatters.py:827: FormatterWarning: JSON expects JSONable list/dict containers, not JSON strings FormatterWarning)
Software | Version |
---|---|
Python | 2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)] |
IPython | 3.2.1 |
OS | Darwin 14.5.0 x86_64 i386 64bit |
scipy | 0.14.0 |
numpy | 1.9.2 |
pandas | 0.14.1 |
matplotlib | 1.4.3 |
Sun Aug 23 17:00:13 2015 PDT |