Nature-Inspired Machine Learning in C++
Build Hybrid Optimizers for Real Machine Learning PipelinesBy Marisol Halloran
Length7h 33m
About this audiobook
Machine learning C++ implementation evolutionary algorithms – build nature-inspired ML systems from scratch. This hands-on guide teaches you to code genetic algorithms, genetic programming, and swarm optimization in fast, transparent C++. No black boxes, no Python dependencies – just raw performance and full control.
Start with the basics of evolutionary computation and swarm intelligence, then progress to advanced techniques like tournament selection, crossover, mutation, and particle swarm optimization. Each chapter includes complete C++ code, benchmarks, and real-world examples. You'll learn to optimize neural networks, solve complex engineering problems, and create self-adapting algorithms.
What sets this book apart: transparency – every line of code is explained, and you can modify it freely. Speed – C++ delivers performance that Python can't match. Depth – from simple hill climbing to multi-objective optimization and neuroevolution.
Topics covered: genetic algorithm design, genetic programming trees, ant colony optimization, bee colony algorithms, differential evolution, and hybrid methods. Includes debugging tips, performance profiling, and integration with existing C++ projects.
Whether you're a data scientist, AI engineer, or hobbyist programmer, this book bridges theory and practice. By the end, you'll have a personal library of nature-inspired algorithms ready for any challenge. Compare with [placeholder] and [placeholder] for a truly hands-on C++ approach.
Audiobook details
GenreTechnology
Length7 hrs 33 mins
Narrated byListen with 1,000+ voices
FormateBook with Audio
LanguageEnglish
Table of contents
1Preface
11Chapter 10 — Differential Evolution: Precise Evolution for Continuous Spaces
2Chapter 1 — Setting Up the Project and Defining the Target Problem
12Chapter 11 — Differential Evolution Variants and Adaptive Parameters
3Chapter 2 — Foundations of Optimization and Random Search
13Chapter 12 — Performance Metrics and Statistical Benchmarking
4Chapter 3 — Genetic Algorithms: Evolution in Code
14Chapter 13 — Hybrid Optimization: Combining GA and SA
5Chapter 4 — Enhancing Genetic Algorithms for Continuous Parameters
15Chapter 14 — Hybridizing DE with ACO
Show all chaptersShow less
6Chapter 5 — Handling Constraints and Multi-Objective Objectives in GA
16Chapter 15 — Ensemble of Optimizers and Meta-Optimization
7Chapter 6 — Simulated Annealing Basics: Cooling into Optimality
17Chapter 16 — Integrating the Hybrid Optimizer with Real ML Pipelines
8Chapter 7 — Tuning Simulated Annealing Parameters and Reheating
18Chapter 17 — Case Study: Evolving a Neural Network from Scratch
9Chapter 8 — Ant Colony Optimization for Continuous Domains
19Chapter 18 — Deployment, Parallelization, and Best Practices
10Chapter 9 — Advanced ACO with Local Search
20About the Author
ApolloCharles Murray, Catherine Bly Cox18h 15m$30
Improvised Weapons and Munitions - The Official U.S. Army ManualU.S. Department of the Army4h 38m$2 · $0.00
Frosty: The incredible true story of the boy from Doonside who became a Bathurst kingMark Winterbottom8h 9m$26 · $0.00
Cadillac Desert, Revised and Updated EditionMarc Reisner27h 56m$30
The Honey BusMeredith May9h 31m$25 · $0.00
Operation PedestalMax Hastings12h 29m$29 · $0.00
When the Heavens Went on SaleAshlee Vance18h 20m$40 · $0.00
Hands of TimeRebecca Struthers8h 8m5 (1)$26 · $0.00
Everybody Has a Podcast (Except You)Justin McElroy, Travis McElroy, Griffin McElroy5h 9m$24 · $0.00
The Collected WorksNikola Tesla50h 9m$1 · $0.00
Never Lost AgainBill Kilday10h 1m$29 · $0.00
How the Internet HappenedBrian McCullough13h 28m$23 · $0.00
Collected Writings of Nikola TeslaNikola Tesla, Thomas Commerford Martin21h 50m$1 · $0.00
Just AspireAjai Chowdhry9h 13m$29 · $0.00
The Little Book of AliensAdam Frank8h 20m$26 · $0.00
The inventions, researches and writings of Nikola Tesla (Annotated)Thomas Commerford Martin16h 59m$2 · $0.00
KargilV.P. Malik15h 18m$24 · $0.00
Fire on the HorizonTom Shroder, John Konrad8h 23m$26 · $0.00
The Smell of Kerosene (Annotated)National Aeronautics and Space Administration, Donald L. Mallick, Peter W. Merlin11h 32m$2 · $0.00
The Boy Who Harnessed the WindWilliam Kamkwamba, Bryan Mealer10h 5m$29 · $0.00
You may also like
Englisch lernen Audio - Am StrandSpotlight Verlag1h$14
The Two PathsJohn Ruskin6h 29m$2 · $0.00
Decision Making And Artificial Intelligence In Public Electricity ManagementFabricio Quadros Borges1h 54m$5 · $0.00
A Treatise on PaintingDa Vinci Leonardo9h 9m$1 · $0.00
Ants and Some Other Insects: An Inquiry Into the Psychic Powers of These AnimalsAuguste Forel3h 12m$2 · $0.00
Leonardo da Vinci: Thoughts on Art & Life (Annotated)Leonardo da Vinci6h 32m$2 · $0.00
The Weather MachineAndrew Blum4h 50m$20 · $0.00
The Rocky Mountain GoatMadison Grant50m$1 · $0.00
Forallx - An Introduction to Formal LogicP.D. Magnus5h 23m$1 · $0.00
Elements of woodworkCharles A. King3h 59m$1.50 · $0.00
Organic OnionMárcio Pereira55m$9 · $0.00
Sewage Treatment Techniques: 6 Classic Books for Modern SolutionsEdward John Schneider, Theodore Clifford Phillips, Henry N. Ogden, H. Burdett Cleveland, Association of Official Agricultural Chemists, American Public Health Association. Laboratory Section, American Chemical Society, William Charles Easdale, Harold E. Babbitt, H. Alfred Roechling, Alfred Stowell Jones39h$2 · $0.00
The Elements of GeologyWilliam Harmon Norton12h 59m$1 · $0.00
ParrotsEdward Lear13m$2.30
The Smoky ValleyBirger Sandzén6m$2.30
The Myxomycetes of the Miami Valley, OhioA. P. Morgan4h 23m$2 · $0.00
Taxonomy of the Chipmunks, Eutamias quadrivittatus and Eutamias umbrinusJohn A. White52m$2 · $0.00
Fun Facts about AnimalsJulie Murray15m$2
Prompts That Sell: The Power Of Words In Artificial IntelligenceKael Novera50m$7 · $0.00
Amphibians and Reptiles of the Rainforests of Southern El Petén, GuatemalaWilliam Edward Duellman1h 11m$2 · $0.00