Bees CNN Evolutionary Algorithm

A Fuzzy Evolutionary Deep Leaning

Bees-CNN-Algorithm

%% Bees CNN Algorithm (A Fuzzy Evolutionary Deep Leaning) - Created in 20 Jan 2022 by Seyed Muhammad Hossein Mousavi % It is possible to fit deep learning weights and bias using evolutionary % algorithm, right after training stage. Here, CNN is used to classify 8 % face classes. After CNN train, initial fuzzy model is created to aid the % learning process. Finally, CNN network weights (from Fully Connected Layer) % trains using Bees algorithm % to be fitted in a nature inspired manner (here behavior of Bees). You can % used your data with any number of samples and classes. Remember, code's % parameters are adjusted for this data and if you want to replace your % data you may have to change the parameters. Image data is in 64*64 size and % in 2 dimensions and stored in 'CNNDat' folder. So, important parameters % are as below: % 1. % 'numTrainFiles' = you have to change this based on number of your samples % in each class. for example if each class has 120 sample, 90 is good % enough as 90 samples considered for train and others for test. % 2. % 'imageInputLayer' = it is size of your image data like [64 64 1] % 3. % 'fullyConnectedLayer' = it is number of your classes like (8) % 4. % 'MaxEpochs' = the more the better and more computation run time like 40 % 5. % 'ClusNum' = Fuzzy C Means (FCM) Cluster Number like 3 or 4 is nice % 6. % These two are from "BEEFCN.m" function : % 'Params.MaxIt' = it is iteration number in Bees algorithm. 20 is good % 'Params.nScoutBee' = it is population number in Bees algorithm. Like 10. % ------------------------------------------------ % Feel free to contact me if you find any problem using the code: % Author: SeyedMuhammadHosseinMousavi % My Email: [e-mail] % My Google Scholar: https://scholar.google.com/citations?user=PtvQvAQAAAAJ&hl=en % My GitHub: https://github.com/SeyedMuhammadHosseinMousavi?tab=repositories % My ORCID: https://orcid.org/0000-0001-6906-2152 % My Scopus: https://www.scopus.com/authid/detail.uri?authorId=57193122985 % My MathWorks: https://www.mathworks.com/matlabcentral/profile/authors/9763916# % my RG: https://www.researchgate.net/profile/Seyed-Mousavi-17 % ------------------------------------------------ % Hope it help you, enjoy the code and wish me luck :)