AI Ninja Program
Cyan eye
— Data & observation. See what the model sees.
Purple eye
— Intelligence & intuition. Think like a network.
Neural bridge
— Connecting data to decisions.
Hood & headband
— The ninja identity. Mastery through practice.
Orbiting nodes
— Data in motion. Always learning.
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Hyperparameters & Tuning
Turn the knobs that separate a 75% model from a 95% model
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0 of 4 steps completed
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~90 min · Learning rate, batch size, and architecture experiments
1
What Are Hyperparameters?
Parameters vs hyperparameters
2
Learning Rate Sensitivity
The most important knob to turn
3
Batch Size Effects
Gradient noise vs training stability
4
Architecture Search
Systematic search over width and depth