CSE5368 Neural Networks 2025_FA Syllabus.pdf
Teaching Assistants
Assignments
Assignment Submission Guidelines
Assignment 00 (Due date: Sept. 7, 2025)
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
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
2025 Fall CSE_5368_Quiz_template.docx
mindmap.html
mindmap.json
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
2024_02_06 Quiz 01.pdf
2024_02_20 Quiz 02.pdf
2024_03_05 Quiz 03.pdf
2024_03_21 Exam 01.pdf
2024_04_04 Quiz 04 solution.pdf
2024_09_10 Quiz 01.pdf
2024_09_26 Quiz 02.pdf
2024_10_10 Exam 01.pdf
2024_10_22 Quiz 03.pdf
2024_11_07 Quiz 04.pdf
2024_11_19 Quiz 05.pdf
2024_11_21 Quiz 06.pdf
2024_12_03 Exam 02.pdf