linear algebra
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Essential mathematical background for deep learning research.
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deeplearning.ai's Heroes of Deep Learning: Yoshua Bengio
DeepLearningAI
Essential mathematical background for deep learning research.
Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 1 - Diffusion
Stanford Online
A prerequisite for the class, including understanding vectors, matrices, operations, gradients, and divergence of vector fields.