Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Genetic Algorithms
Search
Luke Williams
July 16, 2020
Science
0
82
Genetic Algorithms
Solving problems the natural way
Luke Williams
July 16, 2020
Tweet
Share
More Decks by Luke Williams
See All by Luke Williams
Useful Mental Models For Product Engineers
redroot
0
130
Unity Talk
redroot
0
37
Neural Networks - a brief introduction by a fan
redroot
0
450
Web Accessibility in 2019
redroot
0
480
redux-saga
redroot
0
580
Redis - Lightning Talk @ RefME
redroot
0
740
Wordpress Multitenancy
redroot
0
1.5k
Embracing the Customizer
redroot
2
760
Other Decks in Science
See All in Science
凸最適化からDC最適化まで
santana_hammer
1
310
Ignite の1年間の軌跡
ktombow
0
160
安心・効率的な医療現場の実現へ ~オンプレAI & ノーコードワークフローで進める業務改革~
siyoo
0
380
データベース05: SQL(2/3) 結合質問
trycycle
PRO
0
820
データベース11: 正規化(1/2) - 望ましくない関係スキーマ
trycycle
PRO
0
960
Agent開発フレームワークのOverviewとW&B Weaveとのインテグレーション
siyoo
0
360
実力評価性能を考慮した弓道高校生全国大会の大会制度設計の提案 / (konakalab presentation at MSS 2025.03)
konakalab
2
210
テンソル分解による糖尿病の組織特異的遺伝子発現の統合解析を用いた関連疾患の予測
tagtag
2
280
動的トリートメント・レジームを推定するDynTxRegimeパッケージ
saltcooky12
0
200
Collective Predictive Coding as a Unified Theory for the Socio-Cognitive Human Minds
tanichu
0
110
ド文系だった私が、 KaggleのNCAAコンペでソロ金取れるまで
wakamatsu_takumu
2
1.5k
Accelerated Computing for Climate forecast
inureyes
0
120
Featured
See All Featured
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.5k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
10
620
Git: the NoSQL Database
bkeepers
PRO
431
66k
Build The Right Thing And Hit Your Dates
maggiecrowley
38
2.9k
Typedesign – Prime Four
hannesfritz
42
2.8k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
46
2.5k
Testing 201, or: Great Expectations
jmmastey
45
7.7k
A designer walks into a library…
pauljervisheath
209
24k
Designing for Performance
lara
610
69k
The Psychology of Web Performance [Beyond Tellerrand 2023]
tammyeverts
49
3.1k
Why You Should Never Use an ORM
jnunemaker
PRO
59
9.6k
The Cult of Friendly URLs
andyhume
79
6.6k
Transcript
Genetic Algorithms Solving problems the natural way
Making Decisions - go to the market?
Making decisions - which car to buy?
Making decisions - mimic art? wizardry! 50 semi transparent shapes
Mona Lisa
Designing a car by mistake
Under the hood Candidates Genome Fitness List of candidate solutions
to the problem. “Genetic” code for each candidate that describes the characteristics that will “evolve” How to determine the “fittest” candidates
Under the hood Candidates Genome Fitness 14aF2bdz12 9avg2bc1sd 44bg92jcks 120m
90m 1m
Under the hood 14aF2bdz12 shape wheel size wheel position wheel
density chasis density
Under the hood Candidates Genome Fitness 14aF2bdz12 14aG2bdz12 25aF2cdz12 ?
? ?
Under the hood Candidates Genome Fitness 14aF2bdz12 14aF2bc1td ? ?
? 9avg2bc1sd
Under the hood Clone/mate to build the next generation Find
the fittest candidate(s) Randomly mutate the genome Build all candidates in generation
In the wild
In the wild
In the wild - Flight / train scheduling - Timetabling
- e.g at a school - Factory floor design - Mechanical engineering - Music production - Financial modelling - Code-breaking - Artificial Intelligence
Genetic Algorithms Solving problems the natural way