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Gradient descent
Protein folding
Dropout — explaining gradient descent

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Gradient descentfrom notes.pdf · problem setDropout is speaking
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protein_folding.pdf
Attention Is All You NeedarXiv:1706.03762 · research paperExplaining
Things to understandView all
Word embeddingsevery word is a point in space
Sequence-to-sequencetwo readers passing notes
Attention mechanismslook things up, don't summarize
Self-attentioneach word asks every other word
Multi-head attentionmany eyes, one sentence
Positional encodingwhere do I sit?
What Dropout just saidstill speaking

"Gradient descent is like rolling a ball down a hill. Each step nudges it downhill toward the lowest point — the best answer. Watch it settle into the valley on the loss landscape, then we'll apply it to your notes."

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