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Get a hands-on introduction to machine learning with genetic algorithms using Python. Step-by-step tutorials build your skills from Hello World! to optimizing one genetic algorithm with another, and finally genetic programming; thus preparing you to apply genetic algorithms to problems in your own field of expertise.   Genetic algorithms are one of the tools you can use to apply machine learning to finding good, sometimes even optimal, solutions to problems that have billions of potential solutions. This book gives you experience making genetic algorithms work for you, using easy-to-follow example projects that you can fall back upon when learning to use other machine learning tools and techniques. Each chapter is a step-by-step tutorial that helps to build your skills at using genetic algorithms to solve problems using Python.   Python is a high-level, low ceremony and powerful language whose code can be easily understood even by entry-level programmers. If you have experience with another programming language then you should have no difficulty learning Python by induction.   Contents

• A brief introduction to genetic algorithms 
• Chapter 1: Hello World!- Guess a password given the number of correct letters in the guess. Build a mutation engine. 
• Chapter 2: One Max Problem- Produce an array of bits where all are 1s. Expands the engine to work with any type of gene.  
• Chapter 3: Sorted Numbers- Produce a sorted integer array. Demonstrates handling multiple fitness goals and constraints between genes.  
• Chapter 4: The 8 Queens Puzzle- Find safe Queen positions on an 8x8 board and then expand to NxN. Demonstrates the difference between phenotype and genotype. 
• Chapter 5: Graph Coloring- Color a map of the United States using only 4 colors. Introduces standard data sets and working with files. Also introduces using rules to work with gene constraints. 
• Chapter 6: Card Problem- More gene constraints. Introduces custom mutation, memetic algorithms, and the sum-of-difference technique. Also demonstrates a chromosome where the way a gene is used depends on its position in the gene array. 
• Chapter 7: Knights Problem- Find the minimum number of knights required to attack all positions on a board. Introduces custom genes and gene-array creation. Also demonstrates local minimums and maximums.  
• Chapter 8: Magic Squares- Find squares where all the rows, columns and both diagonals of an NxN matrix have the same sum. Introduces simulated annealing. 
• Chapter 9: Knapsack Problem- Optimize the content of a container for one or more variables. Introduces branch and bound and variable length chromosomes.  
• Chapter 10: Solving Linear Equations- Find the solutions to linear equations with 2, 3 and 4 unknowns. Branch and bound variation. Reinforces genotype flexibility. 
• Chapter 11: Generating Sudoku- A guided exercise in generating Sudoku puzzles. 
• Chapter 12: Traveling Salesman Problem (TSP)- Find the optimal route to visit cities. Introduces crossover and a pool of parents. 
• Chapter 13: Approximating Pi- Find the two 10-bit numbers whose dividend is closest to Pi. Introduces using one genetic algorithm to tune another.  
• Chapter 14: Equation Generation- Find the shortest equation that produces a specific result using addition, subtraction, multiplication, etc. Introduces symbolic genetic programming. 
• Chapter 15: The Lawnmower Problem- Generate a series of instructions that cause a lawnmower to cut a field of grass. Genetic programming with control structures, objects and automatically defined functions (ADFs). 
• Chapter 16: Logic Circuits- Generate circuits that behave like basic gates, gate combinations and finally a 2-bit adder. Introduces tree nodes and hill climbing.  
• Chapter 17: Regular Expressions- Find regular expressions that match wanted strings. Introduces chromosome repair and growth control. 
• Chapter 18: Tic-tac-toe- Create rules for playing the game without losing. Introduces tournament selection.

• Amazon Sales Rank: #269891 in Books
• Published on: 2016-04-29
• Original language: English
• Dimensions: 9.69" h x 1.20" w x 7.44" l,
• Binding: Paperback
• 530 pages

About the Author I am a polyglot programmer with more than 15 years of professional programming experience. When learning a new programming language, I start with a familiar problem and try to learn enough of the new language to solve it.  For me, an engine for solving genetic algorithms is that familiar problem.  Why?  For one thing, it is a project where I can explore interesting puzzles, and where even a child's game like Tic-tac-toe can be viewed on a whole new level.  Also, I can select increasingly complex puzzles to drive evolution in the capabilities of the engine.  This allows me to discover the expressiveness of the language, the power of its tool chain, and the size of its development community as I work through the idiosyncrasies of the language.

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• Sales Rank: #2547857 in Books
• Brand: Brand: Press 53
• Published on: 2012-10-01
• Original language: English
• Number of items: 1
• Dimensions: 8.50" h x .41" w x 5.51" l, .52 pounds
• Binding: Paperback
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• Sales Rank: #1111929 in Books
• Published on: 1946
• Binding: Unknown Binding

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• Amazon Sales Rank: #1280187 in Books
• Brand: imusti
• Published on: 2008-11-17
• Original language: English
• Number of items: 1
• Dimensions: 9.65" h x .20" w x 7.40" l, 1.15 pounds
• Running time: 151 minutes
• Binding: Paperback
• 120 pages

• Cambridge University Press

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Language: English

ISBN-10: 132515864X

ISBN-13: 978-1325158645

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Ebook Vajrasattva: The Secret of the Four Wisdoms Trekcho, Togal and BardoBy Richard Chambers Prescott

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Vajrasattva: The Secret of the Four Wisdoms Trekcho, Togal and BardoBy Richard Chambers Prescott

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This book answers the question to the most concealed practice in the Bardo Todol, commonly known as The Tibetan Book of the Dead. What is the true intent of the Secret of the Four Wisdoms Gathered into the Clear Hollow Mysterious Passage of Vajrasatva? After eliminating all other possibilities you will discover that Trekcho and Togal are the one answer to this mystery. The encounter with the Vajrasatva Mystery is an Imbedded Clue to Trekcho and Togal which reveal Clear Light Evenness, not only in the after death state, but equally in the living state. Trekcho, Letting Go and Togal, the Four Stages of Soaring On or Skull Crossing are the deepest secrets of Dzogchen, the Natural Great Completion. In Nyingma these are restricted secret practices kept from the public eye. Whereas, in the Kagyu school and Bonpo tradition these same methods are open to one and all. You are the decider on these two attitudes. Let your thought be lighted by the words of the Lion of the Sakyas, "Ananda? I have set forth the Dharma without making any distinction of esoteric and exoteric doctrine; there is nothing, Ananda, with regard to the teachings that the Tathagata holds to the last with the closed fist." I hope you will find the freedom of your own experience in the detailed observations and in depth examinations of these secret methods of Dzogchen. The text is in no way, nor tries to be a teaching text, a manual, nor a guidebook on Trekcho and Togal or Bardo, for I am in no way at all, a teacher, an expert nor a guide in these practices. Nor do I ever wish to be one. This essay is an answer to a life long question I have had since reading the Bardo Thodol as a young person. "What is the true meaning of Vajrasattva, the Mysterious Passageway and the Union of the Four Wisdoms?" It just so happens that after one goes through all possibilities of what this means one finally comes to the sacred secret teachings of Dzogchen's Trekcho, Togal and Bardo. So I have had to explain what little that I know about these special secret practices to answer the primary question this text attempts to answer. Why wade through the torrent of concepts on this when we can go directly to the clear, most reasonable and satisfactory answers that leave no shadow of hesitation? Vajrasattva stands for the Primordial Clear Light Void as Love and Compassion. The secret Mysterious Way of the pure Clear Passage of Vajrasatva is the Kati, running from the Heart to the Eyes. Within this Kati are the Four Lamps. From Clear Light, through the Open Kati these Lamps give forth an arising to the Four Togal Appearances. Since it is found in the highest wisdom texts from Dzogchen on Trekcho, Togal and Bardo and Tibetan's favorite book on guidance in the afterlife, it is worthy of taking a serious look.

• Sales Rank: #3079054 in Books
• Published on: 2014-02-21
• Original language: English
• Number of items: 1
• Dimensions: 9.02" h x .75" w x 5.98" l, 1.25 pounds
• Binding: Hardcover
• 280 pages

About the Author
"Since the age of eight years, Richard Prescott has been intrigued by the ways, philosophies and religions of East Asia. His last book Mortal Grounding: Cosmology and Consciousness was published 2008. This presentation, named Vajrasattva: The Secret of the Four Wisdoms. On Trekcho, Togal and Bardo was finished in 2013. After fifty-three years of study this is the forty-second manuscript. As a young person he was amazed by the question this book embraces. He studied Tibetan Buddhism for forty-three years, the last six years, in concentrated research to find a satisfactory solution that this book hopes to answer. There are three events that signify his life. He was born on April Fool’s Day, so, his love for humor and to make others laugh, for there is spontaneous freedom in laughter. The blessing of being married to the love of his life, Sarah Elisabeth Grace, for thirty-two swift years. They now live a peaceful life in Northwest Washington near Puget Sound. Then creating these forty-two books since 1975, have been the very best delights of his life."

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Vajrasattva: The Secret of the Four Wisdoms Trekcho, Togal and BardoBy Richard Chambers Prescott PDF