314 - How to code the genetic algorithm in python?

Code generated in the video can be downloaded from here:
github.com/bnsreenu/python_fo...
The genetic algorithm is a stochastic method for function optimization inspired by the process of natural evolution - select parents to create children using the crossover and mutation processes.
The code is an implementation of the genetic algorithm for optimization. The algorithm is used to find the minimum value of a two-dimensional inverted Gaussian function centered at (7,9). The algorithm consists of the following steps:
Initialize a population of binary bitstrings with random values.
Decode the binary bitstrings into numerical values, and evaluate the fitness (the objective function) for each individual in the population.
Select the best individuals from the population using tournament selection based on the fitness scores.
Create new offsprings from the selected individuals using the crossover operation.
Apply the mutation operation on the offsprings to maintain diversity in the population.
Repeat steps 2 to 5 until a stopping criterion is met.
The implementation includes functions for decoding, selection, crossover, and mutation.

[@aritahalder9397]

your videos are awesome... please make a video on multiple instance learning for WSI

[@purushottamkute7485]

Hey sreeni this is completely off topic but can you provide some guidance related surface roughness measurement using image processing I've looked up at multiple resources but I'm confused

[@krishnarajeev3306]

Sir your videos have been very helpful. I know your GAN series are over but can you provide guidance on LAPGAN.

[@israaelmorsy4114]

i can not find video number 189 in the channel

[@DigitalSreeni]

kzbin.info/www/bejne/eKvWqaRnf6-VmNE

[@sidentertainment9161]

How this genetic algorithm is different from artificial neural network at its fundamental level ?

[@PawanKumar-fu2fh]

The whole idea is different ga doesnt have that a neural network or anything like a transformer.

[@khaipham7636]

Please show me how to download code the genetic algorithm in python

[@DigitalSreeni]

github.com/bnsreenu/python_for_microscopists/blob/master/314_How_to_code_the_genetic_algorithm_in_python.ipynb

[@khaipham7636]

@@DigitalSreeni Thank you so much