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Learning Genetic Algorithms with Python: Empower the performance of Machine Learning and AI models with the capabilities of a powerful search algorithm (English Edition) - Tapa blanda
Sinopsis
Refuel your AI Models and ML applications with High-Quality Optimization and Search Solutions
Key Features
Description
Genetic algorithms are one of the most straightforward and powerful techniques used in machine learning. This book ‘Learning Genetic Algorithms with Python’ guides the reader right from the basics of genetic algorithms to its real practical implementation in production environments.
Each of the chapters gives the reader an intuitive understanding of each concept. You will learn how to build a genetic algorithm from scratch and implement it in real-life problems. Covered with practical illustrated examples, you will learn to design and choose the best model architecture for the particular tasks. Cutting edge examples like radar and football manager problem statements, you will learn to solve high-dimensional big data challenges with ways of optimizing genetic algorithms.
What you will learn
Who this book is for
The book is for Data Science team, Analytics team, AI Engineers, ML Professionals who want to integrate genetic algorithms to refuel their ML and AI applications. No special expertise about machine learning is required although a basic knowledge of Python is expected.
Table of Contents
1. Introduction
2. Genetic Algorithm Flow
3. Selection
4. Crossover
5. Mutation
6. Effectiveness
7. Parameter Tuning
8. Black-box Function
9. Combinatorial Optimization: Binary Gene Encoding
10. Combinatorial Optimization: Ordered Gene Encoding
11. Other Common Problems
12. Adaptive Genetic Algorithm
13. Improving Performance
About the Author
Ivan Gridin is a mathematician, fullstack developer, data scientist, and machine learning expert living in Moscow, Russia. Over the years, he worked on distributive high-load systems and implemented different machine learning approaches in practice. One of the key areas of his research is design and analysis of predictive time series models.
Ivan has fundamental math skills in probability theory, random process theory, time series analysis, machine learning, deep learning, and optimization. He also has an in-depth knowledge and understanding of various programming languages such as Java, Python, PHP, and MATLAB.
He is a loving father, husband, and collector of old math books.
LinkedIn Profile: www.linkedin.com/in/survex
Blog links: https://www.facebook.com/ivan.gridin/
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Acerca del autor
Ivan Gridin is a machine learning expert living in Moscow, Russia. Over the years, he worked on distributive high-load systems and implemented different machine learning approaches in practice. One of the key areas of his research is the design and analysis of predictive time series models. Ivan has fundamental math skills in probability theory, random process theory, time series analysis, machine learning, deep learning, and optimization. email: ivan.gridin.pro@gmail.com
"Sobre este título" puede pertenecer a otra edición de este libro.
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Learning Genetic Algorithms with Python: Empower the performance of Machine Learning and AI models with the capabilities of a powerful search algorithm (English Edition)
Publicado por
BPB Publications, 2021
ISBN 10: 8194837758
ISBN 13: 9788194837756
Antiguo o usado
Paperback
Librería: WorldofBooks, Goring-By-Sea, WS, Reino Unido
Calificación del vendedor: 5 de 5 estrellas
Paperback. Condición: Very Good. The book has been read, but is in excellent condition. Pages are intact and not marred by notes or highlighting. The spine remains undamaged. Nº de ref. del artículo: GOR014403655
Cantidad disponible: 1 disponibles
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Learning Genetic Algorithms with Python: Empower the performance of Machine Learning and AI models with the capabilities of a powerful search algorithm (English Edition)
Librería: California Books, Miami, FL, Estados Unidos de America
Calificación del vendedor: 5 de 5 estrellas
Condición: New. Nº de ref. del artículo: I-9788194837756
Cantidad disponible: Más de 20 disponibles
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Learning Genetic Algorithms with Python
Librería: Vedams eBooks (P) Ltd, New Delhi, India
Calificación del vendedor: 4 de 5 estrellas
Soft cover. Condición: New. Genetic algorithms are one of the most straightforward and powerful techniques used in machine learning. This book 'Learning Genetic Algorithms with Python' guides the reader right from the basics of genetic algorithms to its real practical implementation in production environments. Each of the chapters gives the reader an intuitive understanding of each concept. You will learn how to build a genetic algorithm from scratch and implement it in real-life problems. Covered with practical illustrated examples, you will learn to design and choose the best model architecture for the particular tasks. Cutting edge examples like radar and football manager problem statements, you will learn to solve high-dimensional big data challenges with ways of optimizing genetic algorithms. Nº de ref. del artículo: 140574
Cantidad disponible: 5 disponibles
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Learning Genetic Algorithms with Python: Empower the performance of Machine Learning and AI models with the capabilities of a powerful search algorith (Paperback or Softback)
Publicado por
Bpb Publications 2/13/2021, 2021
ISBN 10: 8194837758
ISBN 13: 9788194837756
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Paperback or Softback
Librería: BargainBookStores, Grand Rapids, MI, Estados Unidos de America
Calificación del vendedor: 5 de 5 estrellas
Paperback or Softback. Condición: New. Learning Genetic Algorithms with Python: Empower the performance of Machine Learning and AI models with the capabilities of a powerful search algorith 1.03. Book. Nº de ref. del artículo: BBS-9788194837756
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Learning Genetic Algorithms With Python : Empower the Performance of Machine Learning and Artificial Intelligence Models With the Capabilities of a Powerful Search Algorithm
Librería: GreatBookPrices, Columbia, MD, Estados Unidos de America
Calificación del vendedor: 5 de 5 estrellas
Condición: New. Nº de ref. del artículo: 43236345-n
Cantidad disponible: Más de 20 disponibles
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Learning Genetic Algorithms With Python : Empower the Performance of Machine Learning and Artificial Intelligence Models With the Capabilities of a Powerful Search Algorithm
Publicado por
BPB Publications, 2021
ISBN 10: 8194837758
ISBN 13: 9788194837756
Antiguo o usado
Tapa blanda
Librería: GreatBookPrices, Columbia, MD, Estados Unidos de America
Calificación del vendedor: 5 de 5 estrellas
Condición: As New. Unread book in perfect condition. Nº de ref. del artículo: 43236345
Cantidad disponible: Más de 20 disponibles
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Learning Genetic Algorithms With Python : Empower the Performance of Machine Learning and Artificial Intelligence Models With the Capabilities of a Powerful Search Algorithm
Publicado por
BPB Publications, 2021
ISBN 10: 8194837758
ISBN 13: 9788194837756
Antiguo o usado
Tapa blanda
Librería: GreatBookPricesUK, Woodford Green, Reino Unido
Calificación del vendedor: 5 de 5 estrellas
Condición: As New. Unread book in perfect condition. Nº de ref. del artículo: 43236345
Cantidad disponible: Más de 20 disponibles
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Learning Genetic Algorithms with Python: Empower the performance of Machine Learning and AI models with the capabilities of a powerful search algorith
Librería: moluna, Greven, Alemania
Calificación del vendedor: 5 de 5 estrellas
Condición: New. KlappentextRefuel your AI Models and ML applications with High-Quality Optimization and Search SolutionsKey FeaturesComplete coverage on practical implementation of genetic algorithms.Intuitive explanations and visualizations supply theo. Nº de ref. del artículo: 909380214
Cantidad disponible: Más de 20 disponibles
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Learning Genetic Algorithms With Python : Empower the Performance of Machine Learning and Artificial Intelligence Models With the Capabilities of a Powerful Search Algorithm
Librería: GreatBookPricesUK, Woodford Green, Reino Unido
Calificación del vendedor: 5 de 5 estrellas
Condición: New. Nº de ref. del artículo: 43236345-n
Cantidad disponible: Más de 20 disponibles