CSE5368 Neural Networks 2024_FA Syllabus.pdf
Teaching Assistants
Assignments
Assignment Submission Guidelines
Assignment 00 (Due date: Sept. 8, 2024)
Assignment 01 (Due date: Sept. 22, 2024)
Assignment 02 (Due date: Oct. 06, 2024)
Assignment 03 (Due date: Oct. 20, 2024)
Assignment 04 (Due date: Oct. 27, 2024)
Assignment 05 (Optional) (Due date: Dec. 1, 2024)
Links to related sites
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
Old Tests
2021_10_14 Exam1.pdf
2021_11_29 Exam2.pdf
2022_09_13 Quiz1.pdf
2022_09_27 Quiz2.pdf
2022_10_11 Quiz3.pdf
2022_10_13 Exam1.pdf
2022_10_25 Quiz 04.pdf
2022_11_08 Quiz 05.pdf
2022_11_22 Quiz 06.pdf
2022_12_01 Exam2.pdf
2023_02_09 Quiz 01.pdf
2023_02_16 Quiz 02.pdf
2023_02_28 Quiz 03.pdf
2023_03_09 Quiz 04.pdf
2023_03_09 Quiz 05.pdf
2023_03_09 Quiz 06.pdf
2023_03_30 Quiz 07.pdf
2023_03_30 Quiz 08.pdf
2023_04_27 Quiz 09-14.pdf
2023_09_19 Quiz 01.pdf
2023_09_26 Quiz 02.pdf
2023_10_05 Quiz 03.pdf
2023_10_12 Exam 01.pdf
2023_10_26 Quiz 04.pdf
2023_11_07 Quiz 05 and 06.pdf
2023_11_16 Quiz 07.pdf
2023_12_05 Exam 02.pdf
Topics for Exam 1