## Category: Algorithm

Updated on October 15, 2016

## Generalized linear regression with Python and scikit-learn library

One of the most used tools in machine learning, statistics and applied mathematics in general is the regression tool. I say the regression, but there are lots of regression models and the one I will try to cover here is …

Updated on October 31, 2015

## Gradient Descent Optimization

In many machine learning algorithm, the goal is to find a function or parameters that allows us to approximate or modelize unknown observable data. Those data could come from device measurement, web crawling, empirical observations etc. Generally speaking we have …

Updated on October 18, 2015

## k-means

For a first article, we'll see an implementation in Matlab of the so-called k-means clustering algorithm. K-means algorithm is a very simple and intuitive unsupervised learning algorithm. Indeed, with supervised algorithms, the input samples under which the training is performed …

Updated on October 18, 2015

## Combinatorial analysis - Enumerator

In mathematics, the branch that studies number arrangement is called combinatorial analysis. This a pretty tough exercice in general because one we might think of all possiblilities, all ways numbers can be arranged. For example, try to figure how to …

Updated on October 18, 2015

## 2-D logistic regression

We have previously presented a proposed implementation for the k-means algorithm on computed samples. We saw that the result performed quite well clustering our samples. The next step now is to evaluate the probablility that a new sample belongs to …