AILLM
MCP Explained: The Universal Protocol for AI Tools
What is Model Context Protocol? Watch MCP client-server communication in action. Learn how this Anthropic standard connects LLMs to databases, APIs, and tools.
11 min read
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Category
AI
Teach machines to think, learn, and surprise you
30 posts
AILLM
AI Agents Explained: From Chatbots to Autonomous Systems
How do AI agents work? Watch the Observe-Think-Act loop in action with our interactive visualizer. Understand ReAct, tool use, and autonomous decision-making.
10 min read
AILLM
RAG Explained: How AI Gets Real-Time Knowledge
What is RAG? Watch the retrieval-augmented generation pipeline step-by-step. See how LLMs access external knowledge through vector search and embeddings.
9 min read
AIGNN
Graph Neural Networks Explained: How AI Learns from Connections
What is a GNN? Build custom graphs and watch message passing in action. Our interactive visualizer shows how nodes aggregate neighbor information step-by-step.
10 min read
AIMath
Derivatives Explained: The Language of Change
What is a derivative? Drag the point and watch the tangent line update in real-time. See how derivatives measure instantaneous rate of change and power gradient descent.
8 min read
AIMath
Partial Derivatives Explained: Navigating Multidimensional Landscapes
What is a partial derivative? Explore 3D surfaces and see how slopes change in different directions. Understand gradients and why they point toward steepest ascent.
9 min read
AIMath
Dot Product Explained: The Foundation of Neural Networks
What is a dot product? Drag vectors and see similarity change in real-time. Learn why this simple operation powers attention, embeddings, and every neural network.
8 min read
AIComputer Vision
Hough Transform: Visualizing Line Detection Step by Step
Learn the Hough Transform with our interactive simulator. Understand how edge points vote in parameter space to detect lines in images.
6 min read
AIComputer Vision
Image Pyramids: Multi-Scale Processing Visualized
Learn image pyramids with our interactive simulator. Understand Gaussian and Laplacian pyramids for multi-scale image processing and seamless blending.
6 min read
AIComputer Vision
Visualizing Optical Flow: How Computers Track Motion
Learn optical flow with our interactive simulator. Understand Lucas-Kanade and Horn-Schunck methods for motion estimation in computer vision.
6 min read
AIMath
Gaussian Distribution: Visual Guide & Interactive Calculator
Master the Gaussian distribution with our interactive calculator. Learn the formula, understand the bell curve, and calculate probabilities step by step.
9 min read
AIMath
Binomial Distribution: Visual Guide & Interactive Calculator
Master the binomial distribution with our interactive calculator. Learn the formula, explore probability tables, and calculate variance step by step.
9 min read
AIMath
Poisson Distribution: Visual Guide & Interactive Calculator
Learn the Poisson distribution with our interactive calculator. Understand the formula, explore real examples, and master probability calculations step by step.
9 min read
AIMath
How to Calculate Probability: Visual Guide & Interactive Calculator
Learn how to calculate probability with our interactive calculator. Master the conditional probability formula and law of total probability step by step.
12 min read
AIMath
Matrix Determinant: It's Just the Area of a Parallelogram
The determinant is just the area of the parallelogram formed by the column vectors. Interactive calculator shows how columns create parallelograms.
10 min read
AIMath
Eigenvectors Explained: The Axis That Doesn't Move
Understand eigenvectors through the spinning globe analogy. Interactive calculator to find eigenvectors and eigenvalues of any 2x2 or 3x3 matrix.
12 min read
AIMath
The $50 Billion Operation: Matrix Multiplication Visualized
Interactive matrix multiplication calculator. Change dimensions, enter values, see step-by-step how each result is computed.
5 min read
AIMath
Tensors Explained: From Scalars to High-Dimensional Data
Understand tensors visually: scalar vs vector vs matrix vs tensor. Learn NumPy shape intuition with interactive examples and visualizations.
7 min read
AIDeep Learning
Attention Mechanism: Why Transformers Remember, RNNs Forget
Visualize why RNNs forget and Transformers remember. Watch attention beams bypass the vanishing gradient problem in real-time.
8 min read
AIDeep Learning
Backpropagation: The Blame Game That Trains Neural Networks
Finally understand backpropagation through an interactive blame game simulator. Wiggle weights and watch error change in real-time.
7 min read
AIDeep Learning
CNN Explained: Why 9 Parameters Beat 10,000 Connections
See why dense neural networks fail at images. Watch 10,000 connections explode into spaghetti while a 9-parameter CNN filter wins.
8 min read
AIDeep Learning
Dropout: Why Killing Neurons Makes Networks Smarter
Visualize why randomly killing neurons makes neural networks smarter. Interactive simulator shows how dropout prevents overfitting.
7 min read
AINLP
Why GPT Can't Count: Visualizing the BPE Tokenization Trap
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.
7 min read
AINLP
Why RNNs Forget: The Telephone Game Problem Explained
Interactive visualization of RNN vs Transformer architecture. See why RNNs forget and how Transformers solve the vanishing gradient problem.
9 min read
AINLP
Self-Attention Explained: The Cocktail Party Effect in LLMs
See how LLMs decide which words matter. Interactive Query, Key, Value simulator shows self-attention in action.
10 min read
AINLP
Word2Vec Explained: Why 'Good' and 'Great' Became Neighbors
Interactive visualization of Word2Vec and word embeddings. See why good and great were strangers in one-hot encoding but neighbors in vector space.
7 min read
AIMachine Learning
Gini Impurity: Why Decision Trees Split Where They Do
Drag points between classes and watch split quality update live. Interactive calculator shows why decision trees split where they do.
7 min read
AIMachine Learning
SVM Kernel Trick: Lifting Data Into Higher Dimensions
Interactive SVM kernel trick visualization. Draw non-linear data and watch it get lifted into higher dimensions where a simple line can separate it.
8 min read
AIMachine Learning
K-Means Clustering: Why Bad Initialization Traps You
See why K-Means fails with bad initialization. Place centroids and watch the algorithm get trapped in local optima.
8 min read
AIMachine Learning
Precision vs Recall: The F1 Score Tradeoff Explained
Drag the threshold slider and watch the confusion matrix update live. See the precision-recall tradeoff in action.
9 min read