NITECH: NATO Innovation and Technology – Issue 5, June 2021

Page 114

NITECH ››› GLOSSARY

Data science glossary Data science is key to the success of NATO, but what do all these terms mean?

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1. ALGORITHM

6. DATA LAKE

A finite sequence of well-defined, computer-implementable instructions, typically to solve a class of problems or to perform a computation.

Long-term storage facility for all types of data, whether or not they are destined to be used for a specific analytical purpose.

2. A RTIFICIAL INTELLIGENCE (AI)

7. DATA SCIENCE

The simulation of human intelligence in machines that are programmed to think like humans and mimic their actions.

The field of study that combines domain expertise, programming skills and knowledge of mathematics and statistics to allow the extraction of meaningful insights from data.

3. BIG DATA

8. DATA SET

The data that contains greater variety, arriving in increasing volumes, and finally with higher velocity.

A collection of data that can be accessed individually or in combination, or managed as a whole entity, for training, modelling or analytics purposes.

4. DATA ANALYSIS

9. MACHINE LEARNING

The process of cleaning, analysing, interpreting and visualizing data, with the goal of discovering insights.

A branch of artificial intelligence (AI) and computer science that uses data and algorithms to learn patterns, without being explicitly programmed.

5. DATA FUSION

10. DEEP LEARNING

The process of integrating multiple data sources to produce more consistent, accurate and useful information than that provided by any individual data source.

A machine-learning technique that imitates the workings of the human brain (ie neural networks) and teaches computers to learn by example.


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