Natural computing with python : (Record no. 54339)
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000 -LEADER | |
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fixed length control field | 03170nam a22002177a 4500 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 191125b2019 ||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9789388511612 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.31 ZAC-G |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Zaccone, Giancarlo |
245 ## - TITLE STATEMENT | |
Title | Natural computing with python : |
Remainder of title | learn to implement genetic and evolutionary algorithms to solve problems in a pythonic way / |
Statement of responsibility, etc. | Giancarlo Zaccone |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Place of publication, distribution, etc. | India |
Name of publisher, distributor, etc. | BPB Publications |
Date of publication, distribution, etc. | 2019 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 265 p. |
365 ## - TRADE PRICE | |
Price type code | INR |
Price amount | 499.00. |
500 ## - GENERAL NOTE | |
General note | Natural computing is the field of research inspired by nature, that allows the development of new algorithms to solve complex problems, leads to the synthesis of natural models, and may result in the design of new computing systems. This book exactly aims to educate you with practical examples on topics of importance associated with research field of natural computing. The initial few chapters will quickly walk you through neural networks while describing deep learning architectures such as CNN, rnn and autoencoders using keras. As you progress further, you’ll gain understanding to develop genetic algorithm to solve travelling salesman problem, implement swarm intelligence techniques using the swarmpackagepy and cellular automata techniques such as game of Life, langton's ant, etc. The latter half of the book will introduce you to the world of fractals such as such as the cantor set and the Mandelbrot set, develop a quantum program with the qiskit tool that runs on a real quantum computing platform, namely the IBM Q machine and a Python simulation of the adleman experiment that showed for the first time the possibility of performing computations at the molecular level. Tagline step-by-step guide to learn and solve complex computational problems with nature inspired algorithms. Key features artificial neural networks deep learning models using keras quantum computers and programming genetic algorithms, CNN and runs swarm intelligence systems reinforcement learning using open a I artificial life DNA computing fractals what will you learn mastering artificial neural networks developing artificial intelligence systems resolving complex problems with genetic programming and swarm intelligence algorithms programming quantum computers exploring the mathematical world of fractals simulating complex systems by cellular automata understanding the basics of DNA computation who this book is for this book is for all Science enthusiasts, in particular who want to understand what are the links between computer sciences and natural systems. Interested readers should have good skills in math and Python programming along with some basic knowledge of Physics and Biology. Although, some knowledge of the topics covered in the book will be helpful, it is not essential to have worked with the tools covered in the book. Contents neural networks deep learning genetic programming swarm intelligence cellular automata fractals quantum computing DNA computing. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Python (Computer program language) |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Neural networks |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Deep learning |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Cellular automata |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Quantum computing |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | DNA computing |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
Withdrawn status |
Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Shelving location | Date acquired | Cost, normal purchase price | Total Checkouts | Total Renewals | Full call number | Barcode | Checked out | Date last seen | Date last checked out | Price effective from | Koha item type |
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Dewey Decimal Classification | 003-007 | BITS Pilani Hyderabad | BITS Pilani Hyderabad | General Stack (For lending) | 25/11/2019 | 499.00 | 1 | 4 | 006.31 ZAC-G | 40071 | 26/08/2025 | 27/11/2019 | 27/11/2019 | 25/11/2019 | Books |