The Intertwined Relation Between Data Mining, Machine Learning, And Artificial Intelligence
1. The Intertwined Relation Between Data Mining, Machine
Learning, And Artificial Intelligence
Latest technologies like artificial intelligence, machine learning are the new hype
in the IT market. Today, a majority of the companies are striving to incorporate
these technologies into their business operations. These technologies are focusing
on discovering adaption mechanisms with utilizing intelligence.
Data mining is a technique which applies algorithms of machine learning and
artificial intelligence to extract information by finding hidden data patterns in the
large sets of databases. Also, data mining services serve the foundation of
knowledge management and help businesses with the critical information required
to make informed decisions. Some of the data mining techniques such as clustering,
classification, association etc. utilizes algorithms of machine learning which is
correlated to artificial intelligence. Few examples of data mining process include
search applications, text summarization, etc.
Once the data is mined and hidden patterns are revealed, the hypotheses can be
applied to both artificial intelligence and machine learning. The data mining,
machine learning and, artificial intelligence techniques are correlated in such a way
that one can’t define any hierarchy between the three. They have different
applications instead. The symbiotic relationships between them develop a
combination of methods which can be used to get accurate results.
Over the years, artificial intelligence and data mining techniques are manifesting
their potential in various business domains by recognizing patterns and solving
their problems. For instance, we know artificial intelligence in reference to
computers and systems which can resolve issues by their own solutions. But these
solutions are not fed into the program directly, instead, requires information/data in
the coded form to be used by AI. Here, data mining process gets dominance in
terms of providing necessary information/data, statistics to AI for resolving issues.
Machine learning takes this process ahead. It extracts the data from large databases
and detects patterns to help a machine to develop new solutions and actions by
providing that information. Certainly, a machine requires some parameters so as to
become able to read and access new data. This is done by deploying data mining
techniques and creating algorithm through AI to develop models for predicting
outcomes. And AI uses those developed models and other algorithms to behave
intelligently.