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2
Gentle Dive into Math Behind Convolutional Neural Networks
https://medium.com/data-science/gentle-dive-into-math-behind-convolutional-neural-networks-79a07dd44cf9
3
Introduction to Convolution Neural Network - GeeksforGeeks
https://www.geeksforgeeks.org/introduction-convolution-neural-network/
4
[PDF] Mathematical Analysis of Convolutional Neural Networks - USD RED
https://red.library.usd.edu/cgi/viewcontent.cgi?article=1117&context=diss-thesis
5
Multi-Layer Neural Networks - Deep Learning
http://deeplearning.stanford.edu/tutorial/supervised/MultiLayerNeuralNetworks/
6
How To Define A Neural Network as A Mathematical Function
https://medium.com/data-science/how-to-define-a-neural-network-as-a-mathematical-function-f7b820cde3f
7
Convolutional Neural Networks, Explained - Towards Data Science
https://towardsdatascience.com/convolutional-neural-networks-explained-9cc5188c4939/
8
Understanding convolutional neural networks from a maths ...
https://www.linkedin.com/pulse/understanding-convolutional-neural-networks-from-maths-ajit-jaokar-z8eze
9
Understanding Feed Forward Neural Networks in Deep Learning
https://www.turing.com/kb/mathematical-formulation-of-feed-forward-neural-network
10
How do convolutional neural networks work? - Quora
https://www.quora.com/Are-convolutional-neural-networks-related-to-the-convolution-of-two-functions-in-mathematics
11
[D] Why is "convolution" a meaningful mathematical operation?
https://www.reddit.com/r/statistics/comments/nl66m9/d_why_is_convolution_a_meaningful_mathematical/
12
machine learning - Relation between convolution in math and CNN
https://datascience.stackexchange.com/questions/19997/relation-between-convolution-in-math-and-cnn
13
An Introduction to Convolutional Neural Networks (CNNs) - DataCamp
https://www.datacamp.com/tutorial/introduction-to-convolutional-neural-networks-cnns
14
Introduction to Neural Network| Convolutional ... - Analytics Vidhya
https://www.analyticsvidhya.com/blog/2020/02/mathematics-behind-convolutional-neural-network/
15
Understanding convolutional neural networks with a mathematical ...
https://www.sciencedirect.com/science/article/abs/pii/S1047320316302267
16
Convolutional neural networks: an overview and application in ...
https://insightsimaging.springeropen.com/articles/10.1007/s13244-018-0639-9
17
Math Behind Convolutional Neural Networks - GeeksforGeeks
https://www.geeksforgeeks.org/math-behind-convolutional-neural-networks/
18
1.17. Neural network models (supervised) - Scikit-learn
https://scikit-learn.org/stable/modules/neural_networks_supervised.html
19
How a Convolutional Neural Network recognizes a number - Reddit
https://www.reddit.com/r/EngineeringPorn/comments/1igt6zh/how_a_convolutional_neural_network_recognizes_a/
20
An Intuitive Explanation of Convolutional Neural Networks
https://ujjwalkarn.me/2016/08/11/intuitive-explanation-convnets/
21
What is the difference between a convolutional neural network and a ...
https://www.quora.com/What-is-the-difference-between-a-convolutional-neural-network-and-a-multilayer-perceptron
22
Multi-resolution convolutional neural networks for inverse problems
https://www.nature.com/articles/s41598-020-62484-z
23
Convolutional Neural Networks - Andrew Gibiansky
https://andrew.gibiansky.com/blog/machine-learning/convolutional-neural-networks/
24
The Convolutional Neural Network - GitHub Pages
https://com-cog-book.github.io/com-cog-book/features/cov-net.html
25
Convolutional Neural Network (CNN) - Deep Learning
http://deeplearning.stanford.edu/tutorial/supervised/ConvolutionalNeuralNetwork/
26
Theoretical Understanding of Convolutional Neural Network - MDPI
https://www.mdpi.com/2079-3197/11/3/52
27
Universality of deep convolutional neural networks - ScienceDirect
https://www.sciencedirect.com/science/article/pii/S1063520318302045
28
Understanding Convolutional Neural Networks with A Mathematical ...
https://arxiv.org/abs/1609.04112
29
Convolution in one dimension for neural networks - Brandon Rohrer
https://e2eml.school/convolution_one_d.html
30
What is a Convolutional Neural Network (CNN)? - TechTarget
https://www.techtarget.com/searchenterpriseai/definition/convolutional-neural-network
31
Convolutional Neural Network from Scratch | Mathematics & Python ...
https://www.youtube.com/watch?v=Lakz2MoHy6o&pp=0gcJCdgAo7VqN5tD
32
5 Convolutional Neural Networks | The Mathematical Engineering of ...
https://deeplearningmath.org/convolutional-neural-networks.html
33
Can Convolutional Neural Networks (CNN) be represented by a ...
https://datascience.stackexchange.com/questions/47706/can-convolutional-neural-networks-cnn-be-represented-by-a-mathematical-formula
34
Convolutional neural networks: an overview and application in ...
https://pmc.ncbi.nlm.nih.gov/articles/PMC6108980/
35
Understanding of a Convolutional Neural Network - ResearchGate
https://www.researchgate.net/publication/319253577_Understanding_of_a_Convolutional_Neural_Network
37
Math at the Heart of CNN: Part 2 - Svitla Systems
https://svitla.com/blog/math-at-the-heart-of-cnn/
39
How does a convolutional neural network connect to the multi ...
https://stackoverflow.com/questions/28199972/how-does-a-convolutional-neural-network-connect-to-the-multi-layered-perceptron
40
Convolutional Neural Network (CNNs) in the web browser - YouTube
https://www.youtube.com/watch?v=lfTHBA-qpXU
41
a convolutional neural network based architecture for text classification
https://link.springer.com/article/10.1007/s10489-022-04221-9
42
Convolutional Neural Networks - The Math of Intelligence (Week 4)
https://www.youtube.com/watch?v=FTr3n7uBIuE&vl=en
44
But what is a neural network? | Deep learning chapter 1 - YouTube
https://www.youtube.com/watch?v=aircAruvnKk
45
Neural network (machine learning) - Wikipedia
https://en.wikipedia.org/wiki/Neural_network_(machine_learning)
47
3D Convolutional Neural Network — A Guide for Engineers
https://www.neuralconcept.com/post/3d-convolutional-neural-network-a-guide-for-engineers
48
A mixed-scale dense convolutional neural network for image analysis
https://www.pnas.org/doi/10.1073/pnas.1715832114
49
What are Convolutional Neural Networks? - IBM
https://www.ibm.com/think/topics/convolutional-neural-networks
50
The Essential Guide to Neural Network Architectures - V7 Labs
https://www.v7labs.com/blog/neural-network-architectures-guide
51
Layers of a Convolutional Neural Network - BayernCollab
https://collab.dvb.bayern/spaces/TUMlfdv/pages/69119916/Layers%2Bof%2Ba%2BConvolutional%2BNeural%2BNetwork
53
Computing Receptive Fields of Convolutional Neural Networks
https://distill.pub/2019/computing-receptive-fields
54
Sports Sequence Images Based on Convolutional Neural Network
https://onlinelibrary.wiley.com/doi/10.1155/2021/3326847
55
Convolutional Neural Network (CNN) - CelerData
https://celerdata.com/glossary/convolutional-neural-network-cnn
56
Convolutional Neural Network vs. Regular Neural Network - Baeldung
https://www.baeldung.com/cs/convolutional-vs-regular-nn
57
An effective classifier based on convolutional neural network and ...
https://www.aimspress.com/article/10.3934/mbe.2019420
58
A Waste Classification Method Based on a Multilayer Hybrid ... - MDPI
https://www.mdpi.com/2076-3417/11/18/8572
59
Convolutional neural networks. - Jeremy Jordan
https://www.jeremyjordan.me/convolutional-neural-networks/
60
Image Classification with Convolutional Neural Networks (CNNs)
https://www.youtube.com/watch?v=HGwBXDKFk9I
62
Powerful Math Behind Convolutional Neural Networks (CNNs)
https://vinodsblog.com/2021/10/21/powerful-math-behind-convolutional-neural-networks-cnns/
63
An analysis of information segregation in parallel streams of a multi ...
https://www.nature.com/articles/s41598-024-59930-7
64
Multi-View Graph Convolutional Neural Network for Surface Defect ...
https://asmedigitalcollection.asme.org/manufacturingscience/article/145/3/031004/1148268/MVGCN-Multi-View-Graph-Convolutional-Neural
65
Convolution2DLayer - 2-D convolutional layer - MATLAB
https://www.mathworks.com/help/deeplearning/ref/nnet.cnn.layer.convolution2dlayer.html
66
Convolutional Neural Network: Everything You Need to Know
https://datascientest.com/en/convolutional-neural-network-everything-you-need-to-know
67
[PDF] Mathematical Architecture Design for Deep Convolutional Neural ...
https://openaccess.thecvf.com/content/CVPR2023/papers/Shen_DeepMAD_Mathematical_Architecture_Design_for_Deep_Convolutional_Neural_Network_CVPR_2023_paper.pdf
68
Review of deep learning: concepts, CNN architectures, challenges ...
https://journalofbigdata.springeropen.com/articles/10.1186/s40537-021-00444-8
69
Geometric Convolutional Neural Network for Analyzing Surface ...
https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2018.00042/full
70
Understanding the receptive field of deep convolutional networks
https://theaisummer.com/receptive-field/
71
Numerosity representation in a deep convolutional neural network
https://journals.sagepub.com/doi/full/10.1177/18344909211012613
72
Understanding deep convolutional networks - Journals
https://royalsocietypublishing.org/doi/10.1098/rsta.2015.0203
73
A multi-scale convolutional neural network for bearing compound ...
https://link.springer.com/article/10.1007/s11431-022-2109-4
74
A complete walkthrough of convolution operations - viso.ai
https://viso.ai/deep-learning/convolution-operations/
75
What Are Convolution Neural Networks? [ELI5] - HackerNoon
https://hackernoon.com/-understanding-convolution-neural-networks-cnn-the-eli5-way-photo-by-efe-kurnaz-on-unsplash-u-pa1i327j
76
The Math Behind Convolutional Neural Networks
https://towardsdatascience.com/the-math-behind-convolutional-neural-networks-6aed775df076/
78
[PDF] Spectral Representations for Convolutional Neural Networks
http://papers.neurips.cc/paper/5649-spectral-representations-for-convolutional-neural-networks.pdf
79
7.3. Padding and Stride - Dive into Deep Learning
https://d2l.ai/chapter_convolutional-neural-networks/padding-and-strides.html
80
Graph neural networks for molecular and materials representation
https://www.oaepublish.com/articles/jmi.2023.10
81
[PDF] Deep learning: basics and convolutional neural networks (CNN) - HAL
https://hal.science/hal-03957224/document
82
DNND 2: Tensors and Convolution - Max Liani - WordPress.com
https://maxliani.wordpress.com/2023/03/24/dnnd-2-tensors-and-convolution/
83
4 General Fully Connected Neural Networks
https://deeplearningmath.org/general-fully-connected-neural-networks
84
Neural Network Layers—Wolfram Language Documentation
https://reference.wolfram.com/language/guide/NeuralNetworkLayers.html
85
[PDF] Some Mathematical Perspectives of Graph Neural Networks
https://uwspace.uwaterloo.ca/bitstreams/3eb41e58-0bae-47cf-aa47-fcf1608acc62/download
87
What is a Convolutional Neural Network? - Roboflow Blog
https://blog.roboflow.com/what-is-a-convolutional-neural-network/
88
Multilayer Perceptrons in Machine Learning: A Comprehensive Guide
https://www.datacamp.com/tutorial/multilayer-perceptrons-in-machine-learning
89
A Multi-Purpose Shallow Convolutional Neural Network for Chart ...
https://pmc.ncbi.nlm.nih.gov/articles/PMC9612160/
90
12 Types of Neural Networks in Deep Learning - Analytics Vidhya
https://www.analyticsvidhya.com/blog/2020/02/cnn-vs-rnn-vs-mlp-analyzing-3-types-of-neural-networks-in-deep-learning/
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Understanding Convolutional Neural Networks with A Mathematical ...
https://ui.adsabs.harvard.edu/abs/2016arXiv160904112K/abstract
92
An intuitive guide to Convolutional Neural Networks - freeCodeCamp
https://www.freecodecamp.org/news/an-intuitive-guide-to-convolutional-neural-networks-260c2de0a050/
93
Graph Convolution Network - A Practical Implementation of Vertex ...
https://gowrishankar.info/blog/graph-convolution-network-a-practical-implementation-of-vertex-classifier-and-its-mathematical-basis/
94
Convolutional neural network with group theory and random ...
https://www.aimspress.com/article/doi/10.3934/mbe.2021281
95
Convolutional Neural Network (CNN): A Complete Guide
https://learnopencv.com/understanding-convolutional-neural-networks-cnn/
96
Convolutional Neural Networks - CAIS
https://caisplusplus.usc.edu/curriculum/neural-network-flavors/convolutional-neural-networks
97
Multilayer Convolutional Feature Aggregation Algorithm for Image ...
https://onlinelibrary.wiley.com/doi/10.1155/2019/9794202
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Simplified multilayer graph convolutional networks with dropout
https://dl.acm.org/doi/abs/10.1007/s10489-021-02617-7
99
[PDF] A Mathematical Introduction to Neural Networks - Dipòsit Digital UB
https://diposit.ub.edu/dspace/bitstream/2445/180441/2/tfm_lichtner_bajjaoui_aisha.pdf