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Gradient Descent Viz

interactive visualization of 5 popular gradient descent methods with step-by-step illustration and hyperparameter tuning UI

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Gradient Descent Viz is a desktop app that visualizes some popular gradient descent methods in machine learning, including (vanilla) gradient descent, momentum, AdaGrad, RMSProp and Adam. My hope is that by playing around with the different settings, anyone -- beginner or expert -- can come away with new intuitive understanding of these methods. Read here for the accompanying blog post that explains these methods in detail.

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MIT
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2 years ago
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