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Neural Networks Fall 2024
Farhad Kamangar
kamangar@uta.edu
CSE5368 Neural Networks 2024_FA Syllabus.pdf
Teaching Assistants
Assignments
Assignment Submission Guidelines
Assignment 00 (Due date: Sept. 8, 2024)
Old Tests
Handouts, Notes, and Supplementary Materials
How to use Google Colab and Github
Power Points pdf
instructor expectations and learning factors.pdf
Introduction.pdf
Slides from Textbook
Ch01_presN.pdf
Ch02_presN.pdf
Ch03_presN.pdf
Ch04_presN.pdf
Ch05_presN.pdf
Ch06_presN.pdf
Ch07_presN.pdf
Ch08_presN.pdf
Ch09_presN.pdf
Ch10_presN.pdf
Ch11_presN.pdf
Ch12_presN.pdf
Ch13_presN.pdf
Ch14_presN.pdf
Ch15_presN.pdf
Ch16_presN.pdf
Ch17_presN.pdf
Ch18_presN.pdf
Ch19_presN.pdf
Ch20_presN.pdf
Ch21_presN.pdf
Ch22_presN.pdf
Ch23_presN.pdf
Ch24_presN.pdf
Ch25_presN.pdf
Ch26_presN.pdf
Ch27_presN.pdf
Neural Networks Nomenclature (Glossary)
Activation Function
ReLU
Linear
Sigmoid
Hord-Limit
Dense Layer
Perceptron
Loss Function
Gradient Descent
Epoch
Backpropagation
Learning Rate
Batch
Bias
Weight
Validation
Generalization
Overfitting
Underfitting
Regression
Target/Desired output
Test Set
Mini Batch
Regularization
L1 and L2 Norms
Hyper Parameters
Grid Search
Confusion Matrix
Supervised and Unsupervised Learning
Classification
One-hot
Softmax
Cross Entropy
SVM
MSE and MAE
Dropout
Feature Vector
Minima & Maxima
Linear separability
Global Minima/Maxima
Local Minima/Maxima
Strong Minima/Maxima
Weak Minima/Maxima
Data Augmentation
Tensor
Cost Function
Hidden layer
Initialization
Hyperplane
MNIST
Multilayer Perceptron (MLP)
Normalization
Vanishing Gradient
Exploding Gradient
VGG
Word2vec
Annotation
COCO
Geogebra links
NN activation functions.ggb
Two-layer NN visualization.ggb
visualizing NN activation functions.ggb
Exercises
CSE-5368 Exercise problems 01.pdf
CSE-5368 Exercise problems 02.pdf
CSE-5368 Exercise problems 03.pdf
CSE-5368 Exercise problems 04.pdf
CSE-5368 Exercise problems 05.pdf
CSE-5368 Exercise problems 06.pdf
CSE-5368 Exercise problems 07.pdf
CSE-5368 Exercise problems 08.pdf
CSE-5368 Exercise problems 09.pdf
Exercises and old tests.pdf
2024 Fall CSE_5368_Quiz_template.docx
Links to related sites
Farhad Kamangar
Last updated:
2024-08-29