GS
Getting Started Jan 15, 2025 8 min read
Why You Need Math for AI (And Why It's Not as Scary as You Think)
Every AI framework abstracts the math away. So why learn it?
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Blog
Deep dives into math concepts, AI connections, and learning strategies.
LA
Linear Algebra Jan 20, 2025 12 min read
Linear Algebra Is the Language Neural Networks Speak
When you call model.forward(x), what actually happens? Matrix multiplications.
boringscool TeamRead more
OP
Optimization Feb 1, 2025 10 min read
Gradient Descent: The Algorithm That Trains Every Neural Network
At its core, training a neural network is just rolling a ball downhill.
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DL
Deep Learning Feb 10, 2025 15 min read
Attention Is All You Need... Is Mostly Matrix Multiplication
The transformer architecture that powers GPT — it's clever matrix multiplications with a softmax.
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PR
Probability Feb 20, 2025 9 min read
Every ML Model Is a Probability Machine
Classification? Probability. Language modeling? Probability. Generative AI? Probability.
boringscool TeamRead more