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Machine learning fundamentals
machine learning
Traditional rule-based symbolic approches (expert system)
Aug 20, 2025
Rui Yang
Statistical significance measures
statistics
significance
Jun 25, 2025
Rui Yang
Variance stablizing method
variance stablizing
Jun 25, 2025
Rui Yang
Probability and statistics (misc)
probability
statistics
misc
Probability is the branch of mathematics that deals with
events
whose
individual outcomes
are
unpredictable
, but whose outcomes
on average
are
predictable
.
Sep 22, 2024
Rui Yang
Probability and statistics with Julia (Archived)
probability
statistics
julia
archived
For pseudorandom number generation, there is some deterministic (non-random and well defined) sequence
\(\{x_n\}\)
, specified by
Sep 22, 2024
Rui Yang
Statistical inference concepts of binomial distribution
statistical inference
binomial distribution
In an experiment, there are only two outcomes: success
\(A\)
(
\(X = 1\)
) and failure
\(\overline{A}\)
(
\(X = 0\)
), and the probability of success is
\(p\)
. Such an…
Sep 21, 2024
Rui Yang
Logistic function
logistic function
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Sep 18, 2024
Rui Yang
Binomial distribution approximations
binomial distribution
approximation
It appears you don't have a PDF plugin for this browser. No biggie. You can click here to download the PDF file.
Sep 15, 2024
Rui Yang
Lorenz curve and Gini index
lorenz curve
gini index
In economics, the
Lorenz curve
is a graphical representation of the distribution of income or of wealth.
Sep 15, 2024
Rui Yang
P-P plot and Q-Q plot
p-p plot
q-q plot
In statistics, a
P-P plot
(
probability-probability plot
or
percent-percent plot
or
P value plot
) is a probability plot for assessing how closely two datasets agree, or for…
Sep 15, 2024
Rui Yang
ROC and AUC
roc
auc
A
receiver operating characteristic curve
(
ROC curve
) is a graphical plot that illustrates the performance of a binary classifier (two-class prediction) model at varying…
Sep 15, 2024
Rui Yang
Trigonometric functions
trigonometric functions
To be learned.
Sep 15, 2024
Rui Yang
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