Update README.md

Author: SeyedMuhammadHosseinMousavi

README.md

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 # Bees-CNN-Algorithm
-A Fuzzy Evolutionary Deep Leaning
+%% 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: mosavi.a.i.buali@gmail.com 
+% 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 :)
+![Bees CNN](https://user-images.githubusercontent.com/11339420/150426815-417019d7-f7af-4de2-890e-582411724840.jpg)
+