
Attention Explained: The End of the Telephone Game
Visualize why RNNs forget and Transformers remember. Watch attention beams bypass the vanishing gradient problem in real-time.
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Artificial Intelligence and Machine Learning
12 posts

Visualize why RNNs forget and Transformers remember. Watch attention beams bypass the vanishing gradient problem in real-time.

Finally understand backpropagation through an interactive blame game simulator. Wiggle weights and watch error change in real-time.

See why dense neural networks fail at images. Watch 10,000 connections explode into spaghetti while a 9-parameter CNN filter wins.

Visualize why randomly killing neurons makes neural networks smarter. Interactive simulator shows how dropout prevents overfitting.

Interactive visualization of Byte Pair Encoding (BPE) tokenization. Discover why GPT thinks 9.11 > 9.9 and watch the tokenizer chop your text in real-time.

Interactive visualization of RNN vs Transformer architecture. See why RNNs forget and how Transformers solve the vanishing gradient problem.

Interactive visualization of self-attention in transformers. See how LLMs decide which words matter using Query, Key, Value.

Interactive visualization of Word2Vec and word embeddings. See why good and great were strangers in one-hot encoding but neighbors in vector space.

Interactive Gini Impurity calculator. Drag points between classes and watch the split quality update in real-time. Finally understand why decision trees split where they do.
Interactive SVM kernel trick visualization. Draw non-linear data and watch it get lifted into higher dimensions where a simple line can separate it.

See why K-Means clustering fails with bad initialization. Interactive simulator lets you place centroids and watch the algorithm get trapped in local optima.

Interactive precision vs recall visualizer. Drag the threshold slider and watch the confusion matrix update in real-time. Finally understand the F1 score tradeoff.