Genetic Algorithms (01) - Python Prototype Project

►screenshots: https://prototypeprj.blogspot.com/2020/09/genetic-algorithms-w-python-tutorial-01.html ►JAVA version @ https://youtu.be/UcVJsV-tqlo ►Scala version @ https://youtu.be/6ngju74tHbI 00:01 quickly go over the various parts of this tutorial 00:31 demo a prebuilt version of the application 01:26 a chromosome is a potential solution 01:54 define fitness in this app. context 02:18 population of chromosomes evolves from one generation to the next using selection, crossover, mutation, and elitism 03:00 code the app. 03:38 go over various classes in this app. 04:20 code the Chromosome class 06:13 code Chromosome get_fitness method 07:15 code Population class 08:22 instantiate new population and sort it by fitness 09:45 test run the app. (before writing rest of code) 10:12 code GeneticAlgorithm class 10:15 evolve population from one generation to the next 10:52 population crossover and population mutate methods 11:43 test run app. before adding mutation and crossover functionality (evolve method returns same population i.e. never ending loop) 13:35 implement crossover population functionality 14:00 move elite chromosomes as-is to next generation 15:45 use tournament selection functionality 17:52 implement mutate population functionality 18:58 implement mutate and crossover chromosome functionality 20:00 implement tournament selection functionality 21:08 test run completed app. ► get access to members-only video contents + support: https://www.youtube.com/channel/UCUvwlMMaeppKPdtAK8PxO8Q/join ► website + download source code: https://prototypeprj.com https://ai.prototypeprj.com https://crypto.prototypeprj.com ► download directly: download ai source code @ https://sites.fastspring.com/prototypeprj/instant/ai download crypto source code @ https://sites.fastspring.com/prototypeprj/instant/crypto download source code (old) page # 2 @ https://sites.fastspring.com/prototypeprj/instant/2020 download source code (older) page # 1 @ https://sites.fastspring.com/prototypeprj/instant/all