Statistics in Artificial Intelligence



Statistics :

The science of collecting, describing and interpreting data.

Important note on Statistics:

Many studies generate large number of data points and to make sense of all that data researchers use statistics that summarize the data providing a better understanding of overall tendencies within the distributions of scores.

It is a branch of mathematics dealing with the collection, analysis, explanation  presentation and organization of data.

Statistics deals with all aspects of data including the planning of data collections in terms of the design of surveys experiments.

Two main statistical methods are used in data analysis descriptive statistics which summarize data from a sample using indexes such as the mean or standard deviation

We use statistics for many reasons:

To mathematically describe

To draw conclusions from our results

To test hypotheses

To test for relationships among variables

Helps us recognize underling trends and tendencies in the data.


Two types of statistics :

Numerical representation of data basically divided into two types

Descriptive Statistics: Collection, Presentation and summarize data

Inferential Statistics : Making decisions and drawing conclusions about populations

Descriptive Statistics :

It is a summary statistics that quantitatively describes a collection of information and analyzing the data. Summarize a sample data, rather than use data learn about the population  that the sample  of data is thought to represent.

I)Measures of central tendency:

It means that central position of frequency distribution for group for a data.

II)Measures of dispersion:

It meas that process of distributing data with certain speed.

III)Measures of symmetry:

It means that symmetric distribution of a group of data. Like positively skewed and negative skewed distribution.

2.Inferential:

Test for significant difference between groups / significant relationships among variables within the sample.

I) t – ratio, chi -square and beta – value with in a group

II)It is information about your immediate group of data.

Summary: Statistics are mainly mathematically describe, descriptive types  and inferential types of statistics in real time world.

 

 

 

 

 

 

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