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AI Lab
Every interactive model on AI Gate, in one place. Experiment freely: you can't break anything.
Basics
How machines learn
🍎Teach the machineAdd labeled examples and watch a nearest-neighbor classifier map the whole space.Open 🌳Decision tree guesserThink of an animal and let a decision tree find it with yes/no questions.Open ⚡Neuron playgroundTune weights and bias by hand, then let the perceptron learning rule do it for you.Open 🐭Reinforcement learning mazeWatch an agent learn by trial and error to find the cheese and avoid traps.Open
Neural networks
🧠3D neural network3DChange the inputs and watch signals flow through a living 3D network.Open ⛰️Gradient descent landscape3DRoll down a 3D loss surface and discover why the learning rate matters.Open 🔍Convolution filtersSlide a filter over an image to detect edges, the first step of computer vision.Open 📈Overfitting explorerFit curves of growing complexity and see training and test error split apart.Open ⚖️Bias in the dataChange who is in the training data and see who the model fails.Open
Language models
✂️TokenizerType any text and see how a language model chops it into tokens.Open 🌌Word galaxy (embeddings)3DFly through a 3D space where words with similar meanings sit close together.Open 🔦Attention visualizerClick a word to see which other words it pays attention to.Open 🔮Next-word predictorGenerate text one word at a time and play with temperature.Open