I'm new to the topic and I want to have a first and broad overview on questions concerning: What is an artificial neural network? What can they do? How do they work? What types of ANNs do exist? Practical examples would also be very good.
Here you can find the notes from a stanford course about CNN that could be useful
http://cs231n.github.io/
Also, recorded lectures of the course are available:
https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv
EDIT: also lectures from the NLP & DL course are available:
https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6
This is a good question with lots of possible answers.
An excellent overview of ANNs is given in the collection of papers, research projects and threads of questions available on RG at
https://www.researchgate.net/topic/Neural-Networks-and-Artificial-Intelligence
More to the point, a good introduction to ANNs is given in
Ivan Nunes da Silva, Danilo Hernane Spatti, Rogerio Andrade Flauzino, Luisa Helena Bartocci Liboni, Silas Franco dos Reis Alves.
Artificial Neural Networks. A Practical Course
https://link-springer-com.uml.idm.oclc.org/book/10.1007/978-3-319-43162-8
See the attached file giving the front matter for this book.
A practical introduction to ANNs using Matlab is given in
https://www.researchgate.net/publication/305325563_Codes_in_MATLAB_for_Training_Artificial_Neural_Network_using_Particle_Swarm_Optimization
Code Codes in MATLAB for Training Artificial Neural Network using...
@Dario Sarik: Bishops "pattern recognition and machine learning", has an excellent introduction.
Definitely! As a folllowup to what you wrote, see Chris Bishop's webpage at
https://www.microsoft.com/en-us/research/people/cmbishop/
For Bishop's book, see
https://www.microsoft.com/en-us/research/people/cmbishop/
For a video for Bishop's machine learning class, see
https://www.microsoft.com/en-us/research/video/machine-learning-class-session-17/
Another great introduction to ANNs is given in chapter 6 in Duda, Hart and Stork's book:
http://cns-classes.bu.edu/cn550/Readings/duda-etal-00.pdf
http://www.cogsci.ucsd.edu/~ajyu/Teaching/Cogs202_sp12/Readings/jain_ann96.pdf
https://www.cse.unr.edu/~bebis/MathMethods/NNs/lecture.pdf
Hi,
Please, check this book
https://www.crcpress.com/Computational-Intelligence-Paradigms-Theory--Applications-using-MATLAB/Sumathi-Paneerselvam/p/book/9781439809020
Also, tremendous of books available in Google book for neural network with Java, Python and Matlab
ANN books
M. T. Hagan, H. B. Demuth, M. H. Beale, and Orlando De Jesús,
Neural Network Design, 2nd edition. 2014.
Andries P.Engelbrecht, Computational Intelligence: an introduction, Second Edi. John WILEY & Sons., 2007.
You can refer to:
Ivan Nunes da Silva, Danilo Hernane Spatti, Rogerio Andrade Flauzino, Luisa Helena Bartocci Liboni, Silas Franco dos Reis Alves (auth.)
Artificial Neural Networks : A Practical Course [1 ed.]
I'd definitely highly recommend to start with http://deeplearningbook.org/. author={Ian Goodfellow and Yoshua Bengio and Aaron Courville}, 3 well known geniuses in the Deep Learning area. Hard copy or eBook available on Amazon.
Book on neural networks by Simon haykin...there is one more book by Zurada...
MIT lectrure by patrick winston on artificial neural networks available on YouTube
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