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CSCI 4701 Deep Learning
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Introduction
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Mathematics
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CSCI 4701 Deep Learning
GitHub
Course
Course
Spring 2026
Spring 2026
Syllabus
Assessments
Project
Introduction
Introduction
Deep Learning
Machine Learning
Resources
Notebooks
Notebooks
Lecture Notebooks
01. From Derivatives to Backpropagation
02. From Neuron to Neural Network
03. From Kernel to Convolutional Neural Network
04. Regularization and Optimization
05. Neural Network N-Gram Model
06. Batch Normalization and Residual Blocks
07. Variational Autoencoders (VAE)
Mathematics
Mathematics
Mathematics of Deep Learning
Calculus
Linear Algebra
Probability Theory
Information Theory
Supplementary
Supplementary
Suppementary Material
Principal Component Analysis
Singular Value Decomposition
Advanced
Advanced
Advanced Material
Project
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