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Mathematical Foundations • Mathematical Foundations

Linear Algebra Basics

Vectors, matrices, and operations fundamental to deep learning.

View Note Jul 15, 2025
Large Language Models • Large Language Models

Attention Mechanism

The core innovation behind transformers — scaled dot-product attention.

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Deep Learning • Deep Learning

Convolutional Neural Networks

CNNs for spatial data — convolutions, pooling, and architectures.

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Mathematical Foundations • Mathematical Foundations

Automatic Differentiation

How frameworks like PyTorch compute gradients automatically.

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Deep Learning • Deep Learning

Multilayer Perceptrons

The building block of deep learning — fully connected neural networks.

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Earlier
PyTorch • PyTorch

Tensors & Operations

PyTorch tensors — creation, manipulation, and GPU acceleration.

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