30
May
Probabilistic principal component analysis
[latexpage] In this blog, we will walk through a probabilistic...
14
Mar
The essence and applications of word2vec technique
The word2vec technique has become an essential part when building a...
14
Dec
Feature selection in machine learning
The concept of “garbage in--garbage out” applies when building a...
26
Sep
Numerical stability of binary cross entropy loss and the log-sum-exp trick
[latexpage] When training a binary classifier, cross entropy (CE) loss...
12
Jul
Targeted experiments by optimal experiment design
In the era of big data, how to select which experiments to conduct to fill...
05
Jul
How to Evaluate a Binary Classifier?
It is a common task to evaluate a binary classifier in the context of...
