Dancing with Python: Learn Python software development from scratch and get started with quantum computing
- Length: 685 pages
- Edition: 1
- Language: English
- Publisher: Packt Publishing
- Publication Date: 2021-10-11
- ISBN-10: 1801077851
- ISBN-13: 9781801077859
- Sales Rank: #264949 (See Top 100 Books)
Develop skills in Python by implementing exciting algorithms, including mathematical functions, classical searching, data analysis, plotting data, machine learning techniques, and quantum circuits
Key Features
- Learn Python basics to write elegant and efficient code
- Create quantum circuits and algorithms using Qiskit and run them on quantum computing hardware and simulators
- Delve into Python’s advanced features, including machine learning, analyzing data, and searching
Book Description
Coding is the art and engineering of creating software, and Python has been one of the core coding languages for many years. This introductory Python book helps you learn classical and quantum computing in a unified and practical way. It will help you explore work with numbers, strings, collections, iterators, and files.
The book goes beyond functions and classes and teaches you to use Python and Qiskit to create gates and circuits for classical and quantum computing. Learn how quantum extends classical techniques using the Grover Search Algorithm and the code that implements it. Dive into some advanced and widely used applications of Python and revisit strings with more sophisticated tools such as regular expressions and basic natural language processing (NLP). The final chapters introduce you to data analysis, visualizations, and supervised and unsupervised machine learning. By the end of the book, you will be proficient in classical coding and programming the latest and most powerful quantum computers.
What you will learn
- Create Python code using numbers, strings, collections, classes, objects, functions, conditionals, loops, and operators
- Write succinct code the Pythonic way using magic methods, iterators, and generators
- Explore different quantum gates and use them to build quantum circuits
- Analyze data, build basic machine learning models and plot the results
- Search for information using traditional methods and the quantum Grover Search Algorithm
- Optimize and test your code to run efficiently
Who This Book Is For
The book is for Python and coding beginners. Basic familiarity with algebra, geometry, trigonometry, and logarithms is required as the book does not cover the detailed mathematics and theory of quantum computing. You can check out the author’s Dancing with Qubits book, also published by Packt, for an approachable and comprehensive introduction to quantum computing.
Table of Contents
- Doing the Things that Coders Do
- Working with Expressions
- Collecting Things Together
- Stringing You Along
- Computing and Calculating
- Defining and Using Functions
- Organizing Objects into Classes
- Working with Files
- Understanding Gates and Circuits
- Optimizing and Testing Your Code
- Searching for the Quantum Improvement
- Searching and Changing Text
- Creating Plots and Charts
- Analyzing Data
- Learning Briefly
- Appendix A Tools
- Appendix B. Staying current
- The Complete UniPoly Class
- The Complete Guitar Class Hierarchy
- Appendix E. Notices
- Appendix D. Production Notes