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# neuralnetworks

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How Backpropagation Works — From Forward Pass to Gradient Updates

How Backpropagation Works — From Forward Pass to Gradient Updates

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3 min read
Why Activation Functions Matter in Neural Networks

Why Activation Functions Matter in Neural Networks

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3 min read
HLLN 2.1 Just Beat CfC on Chaos—And It Used 6 Fewer Parameters. Here’s Why That Matters.

HLLN 2.1 Just Beat CfC on Chaos—And It Used 6 Fewer Parameters. Here’s Why That Matters.

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6 min read
Part 7 — The Transformer: The Architecture That Accidentally Changed the World

Part 7 — The Transformer: The Architecture That Accidentally Changed the World

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12 min read
Output Layer Explained — Logits, Softmax, Cross-Entropy, and Why They Work Together

Output Layer Explained — Logits, Softmax, Cross-Entropy, and Why They Work Together

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2 min read
Multilayer Perceptron (MLP) — How Neural Networks Learn Representations, Probabilities, and Gradients

Multilayer Perceptron (MLP) — How Neural Networks Learn Representations, Probabilities, and Gradients

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6 min read
Neural Network Learning Systems and Deep Learning: From Perceptrons to Representation Learning

Neural Network Learning Systems and Deep Learning: From Perceptrons to Representation Learning

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6 min read
From Sidelined to Streamlined: Decoding My Apple Watch Metrics (Part 1)

From Sidelined to Streamlined: Decoding My Apple Watch Metrics (Part 1)

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3 min read
Fundamentals of Neural Networks: How Simple Math Scales into Modern AI

Fundamentals of Neural Networks: How Simple Math Scales into Modern AI

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2 min read
The 3 Waves of Deep Learning (Why AI Took Decades to Actually Work)

The 3 Waves of Deep Learning (Why AI Took Decades to Actually Work)

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2 min read
Foundations of AI and Deep Learning: From Symbolic AI to Representation Learning Systems

Foundations of AI and Deep Learning: From Symbolic AI to Representation Learning Systems

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2 min read
Part 5 — How AI Actually Learns: The Training Loop Explained

Part 5 — How AI Actually Learns: The Training Loop Explained

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8 min read
Liquid Neural Networks: The Future of Temporal AI in 2024

Liquid Neural Networks: The Future of Temporal AI in 2024

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4 min read
My Study Notes on Convolutional Neural Networks (CNN)
Cover image for My Study Notes on Convolutional Neural Networks (CNN)

My Study Notes on Convolutional Neural Networks (CNN)

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3 min read
From Perceptrons to Predicting the Next Word
Cover image for From Perceptrons to Predicting the Next Word

From Perceptrons to Predicting the Next Word

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9 min read
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