We are going to start a series of lessons based on Data Structures and Algorithms. In this lesson series, we will discuss the idea behind data structures and algorithm concepts, and we will implement several algorithms during upcoming lessons.
We are going to start a series of lessons based on Data Structures and Algorithms.
Objectives of this article:
This particular concept is identified as one of the most important concepts in software engineering, and that became a primary checkpoint for most of the top-level companies.
In this lesson series, we will discuss the idea behind data structures and algorithm concepts, and we will implement several algorithms during upcoming lessons.
The simple definition for the data structure is that “different ways of storing data on your computer” or “the systematic way of representing and organizing your data”.
Importantly, any data structure should be able to use efficiently for any given task. for instance, search, transform data, edit, update, etc.
Features of a Data Structure
There are three different features of a data structure that we can categorize based on the usage.
Running time or the _**_execution time**_ for a given task is defined as the time complexity. We should use the best possible data structure for the given context to minimize the time complexity as much as possible._
Every data structure comprises its __interface __that the operations that support by the given data structure. Similarly, there should be a correct _**_implementation**_ of the data structure based on the correct interface. Ideally, a data structure should come with a correctly defined interface and descriptive implementation._
Space complexity will measure the memory usage of a given data structure. Ultimately, we should optimize our algorithmic solution to minimize space complexity as much as possible for solutions with a large number of data sets.
For Big Data Analytics, the challenges faced by businesses are unique and so will be the solution required to help access the full potential of Big Data.
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Disclaimer: Many points made in this post have been derived from discussions with various parties, but do not represent any individuals or organisations.
‘Data is the new science. Big Data holds the key answers’ - Pat Gelsinger The biggest advantage that the enhancement of modern technology has brought
Who starts good ends even better? I am pretty sure that on your data journey you came across some courses, videos, articles, maybe use cases where someone takes some data.