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Python Algorithms

Python algorithms are a set of well-defined instructions designed to accomplish specific tasks or solve particular problems. They play a crucial role in programming, especially in data science and machine learning, as they help in processing and analyzing data efficiently.

There are various types of algorithms in Python, including sorting algorithms, search algorithms, and graph algorithms. Sorting algorithms, such as Bubble Sort, Merge Sort, Insertion Sort, Shell Sort, and Selection Sort, are used to arrange data in a specific order, which optimizes the searching process. Search algorithms, like Linear Search and Binary Search, help retrieve elements from different data structures. Graph algorithms are essential for representing networks, such as airline flights or internet connections, and are widely used in Natural Language Processing (NLP) for forming networks. Common methods for traversing graphs include Depth-First Traversal (DFS) and Breadth-First Traversal (BFS) ¹².

Understanding these algorithms is vital for anyone looking to excel in data science or software development, as they enhance problem-solving skills and improve the efficiency of code.

Data Algorithms in Python

Python in Plain English

Algorithms are a set of well-defined instructions, designed to accomplish a particular task/solve a specific problem. For example, let’s say you wanted to design an algorithm to get ready for work…

Data Structures & Algorithms in Python

Towards Data Science

The purpose of this article is to give you a panorama of data structures and algorithms in Python. This topic is very important for a Data Scientist in order to help him or her to design and solve…

Data Structures and Algorithms using Python

Python in Plain English

This is the second part of our Data Structures and Algorithms using Python series where we are going to learn about the first data structure called Lists. If you haven’t read the first part yet, find…...

Data Structures and Algorithms using Python

Python in Plain English

In this series, I’ll introduce the basic concepts of Data Structures in programming using Python language constructs. In common words, Data Structures are storage containers in which elements can be…

Data Structures and Algorithms using Python

Python in Plain English

In the last part, we had discussed about the basics of Linked List and how to add elements in a linked list as well as its traversal. In this part, we shall discuss few more operations on Linked List…...

Data Structures and Algorithms using Python

Python in Plain English

This is in continuation of our Data Structures and Algorithms using Python series. In the last part, we discussed about Lists and its implementation using Array. As a conclusion, we had found that…

Making Sense of Algorithms in Python

Python in Plain English

Table of Contents Sorting Algorithms Searching Algorithms Graph Algorithms Dynamic Programming To get started, let’s import the necessary libraries and download the required data for our examples. We ...

Searching Algorithms in Python

Python in Plain English

Searching Algorithms are always very useful and helpful whether you are performing a data structure operation or searching for a particular file in a set of documents they are always very helpful…

Algorithms in Python: Search Algorithm

Python in Plain English

As the name implies, search algorithms are used in helping to check for and retrieve an element form different data structures. Some examples of search algorithms include linear search, binary…

Understanding Algorithm Time Complexity With Python

Python in Plain English

A beginner-friendly guide for designing efficient algorithms Image by the author using Dall-E 3. As developers, our goal is not just to find a solution, but to find an optimal solution using algorith...

Algorithms Explained #1: Recursion

Towards Data Science

This is the first article in a series on explaining algorithms with examples in Python. This is intended for aspiring Data Scientists and Software Engineers or those wishing to brush up on algorithms…...