Statistical Thinking in Python
A Coggle Diagram about Can do now
(The process of organizing, plotting and summarizing a data set
, Can never be the hole story, but nothing else can serve as the foundation stone
, The greatest value of a picture is that it forces us to notice what we never expected to see.
, It is important to understand what you can do before you learn how to measure how well you seem to have done it.
and If done well, graphical representations can allow for more rapid interpretation of data.
), End Goal of Data Analysis
, Linear Regression
, Summary Statistics
, Distributions of
, Thinking Probabilistically
, Parameter Estimation
, Thinking probabilistically
- Get an optimal parameter value
- Find out how that parameter is likely to change upon repeated measurements
and Packages to do Statistical Inference
- hacker statistics with Numpy - this technique is like Swiss Army knife - the same simple principle is applicable to a wide variety of statistical problems