Introduction to Data Science Using Python

Format:

Book

Author/Creator:

Agah, Afrand, author.

Language:

English

Subjects (All):

Computer science--Textbooks.

Computer science.

Physical Description:

1 online resource

Place of Publication:

Pennsylvania The Pennsylvania Alliance for Design of Open Textbooks (PA-ADOPT) [2024]

Language Note:

In English.

Summary:

This book contains two parts, the first is designed to be used in an introductory programming course for students looking to learn Python, without having any prior experience with programming. Basic programming concepts are discussed, explained, and illustrated with a Python program. Ample programming questions are provided for practice. The second part of the book utilizes machine-learning concepts and statistics to accomplish data-driven resolutions. Python programs are provided to apply scientific computing to conclude statistically driven results.

Contents:

Preface

Installing Python

Introduction to Programming

Decision Structures

Repetitions

Functions

Recursion

File Access

Lists

Arrays

Plotting Graphs

Object Oriented Programming

Using Python Packages

Python and Graph Theory

Python and Machine Learning

Python and Statistics

References

Appendix

Notes:

Description based on print resource