Genetic algorithms and machine learning for programmers : create AI models and evolve solutions
Discover machine learning algorithms using a handful of self-contained recipes. Build a repertoire of algorithms, discovering terms and approaches that apply generally. Bake intelligence into your algorithms, guiding them to discover good solutions to problems. In this book, you will: * Use heuristi...
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| Hlavní autor: | |
|---|---|
| Médium: | E-kniha Kniha |
| Jazyk: | angličtina |
| Vydáno: |
Raleigh, North Carolina
The Pragmatic Bookshelf
2019
Pragmatic Programmers, LLC Pragmatic Programmers, LLC, The |
| Vydání: | 1 |
| Témata: | |
| ISBN: | 9781680506204, 168050620X, 9781680506587, 1680506587 |
| On-line přístup: | Získat plný text |
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- Cover -- Table of Contents -- Preface -- Who Is This Book For? -- What's in This Book? -- Online Resources -- Acknowledgments -- 1. Escape! Code Your Way Out of a Paper Bag -- Let's Begin -- Your Mission: Find a Way Out -- How to Help the Turtle Escape -- Let's Save the Turtle -- Did It Work? -- Over to You -- 2. Decide! Find the Paper Bag -- Your Mission: Learn from Data -- How to Grow a Decision Tree -- Let's Find That Paper Bag -- Did It Work? -- Over to You -- 3. Boom! Create a Genetic Algorithm -- Your Mission: Fire Cannonballs -- How to Breed Solutions -- Let's Fire Some Cannons -- Did It Work? -- Over to You -- 4. Swarm! Build a Nature-Inspired Swarm -- Your Mission: Crowd Control -- How to Form a Swarm -- Let's Make a Swarm -- Did It Work? -- Over to You -- 5. Colonize! Discover Pathways -- Your Mission: Lay Pheromones -- How to Create Pathways -- Let's March Some Ants -- Did It Work? -- Over to You -- 6. Diffuse! Employ a Stochastic Model -- Your Mission: Make Small Random Steps -- How to Cause Diffusion -- Let's Diffuse Some Particles -- Did It Work? -- Over to You -- 7. Buzz! Converge on One Solution -- Your Mission: Beekeeping -- How to Feed the Bees -- Let's Make Some Bees Swarm -- Did It Work? -- Over to You -- 8. Alive! Create Artificial Life -- Your Mission: Make Cells Come Alive -- How to Create Artificial Life -- Let's Make Cellular Automata -- Did It Work? -- Over to You -- 9. Dream! Explore CA with GA -- Your Mission: Find the Best -- How to Explore a CA -- Let's Find the Best Starting Row -- Did It Work? -- Over to You -- 10. Optimize! Find the Best -- Your Mission: Move Turtles -- How to Get a Turtle into a Paper Bag -- Let's Find the Bottom of the Bag -- Did It Work? -- Extension to More Dimensions -- Over to You -- Bibliography -- Index -- - SYMBOLS - -- - A - -- - B - -- - C - -- - D - -- - E - -- - F - -- - G - -- - H -