🤖 AI i ML

Digital Pathology & AI Pipeline Simulator (2D)New📱A 2D top-down schematic of a live digital pathology pipeline: scanning, QC artifact… Enemy AI Finite-State Machine (2D)New📱Interactive 2D top-down enemy AI finite-state machine: a guard patrols waypoints, chases,… Agentic Workflow Simulator (2D)New📱Shows task tokens flowing through a Planner-Executor-Critic agent loop, retrying on… AI Regulation Risk Classifier (2D): EU AI Act Tier SimulatorNew📱A 2D canvas simulation that scores AI use-cases by autonomy, data sensitivity and impact,… AI Security: Adversarial Attacks on a Classifier Decision Boundary (2D)New📱Push points across a classifier's decision boundary with a bounded adversarial perturbation… Solar Panel Fault Detector — Power-Curve Anomaly (2D)New📱Compares an expected PV power-curve model against simulated panel-string output and flags… Hive-Cam Bee Counter (2D)New📱A 2D top-down simulation of a hive-cam that detects bees crossing a landing board and counts… Courier in Megapolis: Dijkstra Route Planning Through City Traffic (2D)New📱A live Dijkstra shortest-path search routes a courier across a city grid whose street… Expert System Inference Simulator (2D)New📱A 2D canvas view of a rule-based expert system running forward or backward chaining across a… Lunar Landing: Thrust, Fuel & Descent Physics (2D)New📱A 2D lander physics simulation showing gravity, thrust and fuel burn as a spacecraft… Word Embedding Space (2D)New📱A 2D word-embedding space where semantic clusters, cosine-similarity neighbor links and a… Neural Signal Propagation (2D)New📱A leaky integrate-and-fire spiking network where signals accumulate as membrane potential… Population Migration Simulation (2D)New📱A metapopulation model of six habitat patches with logistic growth, migration between… Retrieval Evaluation and Reranking Lab (2D)New📱Shows a two-stage retrieval pipeline where first-stage retrieval and a reranker narrow a… Adaptive Cluster: Boid Swarm Coordination (2D)New📱A 2D flocking sim where separation, alignment, cohesion, goal-seeking and obstacle avoidance… Antenna Placement Optimizer — Particle Swarm Live (2D)New📱A top-down 2D companion where a real particle swarm optimization algorithm searches… Delivery Drone Router (2D): Ant Colony OptimizationNew📱A 2D top-down view of real Ant Colony Optimization letting you tune ant count, evaporation… Molecule Screening Engine 2D — Similarity Search LiveNew📱A 2D Canvas simulation showing real Tanimoto similarity screening of a compound library… Election Poll Aggregator — Bayesian Averaging Live (2D)New📱A 2D joyplot of a Bayesian poll-aggregation model where you add polls and watch… Esports Matchmaking Engine — Glicko Rating Live (2D)NewA 2D Glicko-2 rating engine that updates simulated players' rating and uncertainty on a live… AI Demand Forecasting & Inventory Replenishment (2D)New📱A 2D bar chart shows six warehouse silos whose stock rises and falls against an… Legal Case Outcome Predictor — Random Forest Live (2D)New📱A 2D random forest of bootstrapped decision trees votes live on simulated legal case… Legal Document Summarizer — TextRank Live (2D)New📱A 2D canvas version of TextRank that lets you watch a sentence-similarity graph and a… Manufacturing Process Optimizer 2D — Genetic Algorithm LiveNew📱A genetic algorithm evolves temperature, pressure and speed settings via selection,… Job-Shop Scheduler — Simulated Annealing Live (2D)New📱A 2D Canvas simulation letting you watch simulated annealing search job-shop machine… News Article Clusterer (2D): TF-IDF + Hierarchical ClusteringNew📱A flat 2D panel showing real TF-IDF vectors and agglomerative hierarchical clustering group… AI Social Network Analyzer 2D: Graph Sentiment & ViralityNew📱A flat 2D graph of a social network where sentiment spreads between connected accounts, a… Traffic Congestion Predictor 2D — Kalman Filter LiveNew📱A top-down 2D road view of a real predict/update Kalman filter fusing noisy sensor readings… Apache Spark Distributed Execution (2D)New📱A 2D top-down cluster map where partitions map, shuffle by hash and reduce across executors… Autonomous Smart Seaport: 2D Terminal Flow SimulatorNew📱A top-down container terminal where ships queue for berths, cranes unload onto a buffer, and… Bayesian Optimization for Hyperparameter Tuning (2D)New📱A top-down heatmap where a Gaussian-process surrogate and acquisition function you tune… Computer Vision for Queen Bee Detection (2D)New📱A top-down Canvas2D hive-frame view where you tune confidence threshold, image noise and… Smart City Traffic & Energy Grid (2D)New📱A 2D top-down smart-city simulator: IDM-driven traffic flows through a one-way street grid… Data Quality Score Pipeline (2D)New📱A 2D canvas pipeline where records pass through five quality gates and settle into bronze,… DBSCAN: Finding Clusters of Any Shape by Density, Not Distance (2D)New📱A flat 2D DBSCAN explorer that lets you drag eps and min_samples and watch points get… Environmental AI: Satellite Change Detection (2D)New📱2D top-down companion: a satellite scan line sweeps a forest/pollution grid, flagging… Evaluating Reasoning in LLMs (2D)New📱A 2D canvas benchmark grid that scores chain-of-thought reasoning as you tune difficulty,… Forest Restoration: 2D Succession ModelNew📱A cellular grid where bare soil grows through seedling, sapling and mature-canopy stages,… 2D GAN Training: Generator vs DiscriminatorNew📱A 2D Canvas view of a GAN training loop where generated points converge onto a fixed… Gradient Descent 2D: Contour-Map Optimiser RaceNew📱A 2D top-down contour-map view where SGD, Momentum, RMSprop and Adam race toward the minimum… Gravity Assist Maneuver: Hyperbolic Flyby Lab (2D)New📱A 2D Canvas simulation of a spacecraft's hyperbolic gravity-assist flyby past a planet, with… Medical Scan Classifier (2D): CNN Forward Pass ExplainedNew📱2D companion to the 3D medical scan classifier: the identical convolution-pool-sigmoid… Business Decision Classifier — Logistic Regression (2D)New📱A Canvas2D logistic regression classifier where you pick a dataset and watch gradient… Model Serving Architectures for Production ML (2D)New📱A 2D inference-cluster diagram where you tune request rate, batch size and autoscaling and… Neural Network Backpropagation Simulator (2D)New📱A 2-4-1 neural network learns the XOR problem live on a 2D node-link diagram, with sliders… Multi-Panel Site-Selection Dashboard (2D)New📱A 2D linked-brushing dashboard showing a ranked score bar chart, a cost/revenue bubble… Self-Organization: Swarm Intelligence (2D)New📱A 2D boids-style swarm where separation, alignment and cohesion rules let you steer… Clinical Trial Matcher — Patient Similarity (2D)New📱2D canvas companion: a weighted-euclidean similarity model scores a synthetic patient… Credit Scoring Model Trainer: Watch Logistic Regression Learn (2D)New📱2D companion to the credit-scoring case study: train a logistic-regression default… Social Network Community Detector — Louvain Live (2D)New📱Watch the real Louvain modularity-optimization algorithm iteratively merge nodes of a… Artificial Neuron Connection System (2D)New📱Interactive 2D artificial-neuron network: adjust input signals, pick any connection and edit… What a Machine Learning Project Really Costs (2D)New📱2D cost-breakdown chart: the same build-vs-buy, hidden-cost and multi-year… Comparing Hyperparameter Optimization Algorithms (2D)New📱2D top-down heatmap of a synthetic hyperparameter loss surface, searched live by grid… Conditional Probability and Independence Explained (2D)New📱2D scatter-plot lab: reshape P(A), P(B) and their dependence with two overlapping event… Hyperparameter Optimization Algorithms (2D)New📱2D top-down heatmap of a validation-loss surface: watch grid search, random search and… Medical Diagnosis Neural Network 2DNew📱2D companion to the 3D medical diagnosis neural network: the identical three-input,… Neural Network Forward Pass: Live Activation Math (2D)New📱2D companion to the neural-network activation visual: a real 3-5-5-3 feedforward network… Neural Impulse Simulation (2D)New📱2D spiking-neuron lab: real leaky integrate-and-fire neurons, Poisson input stimulation,… Neural Synchronization (2D)New📱2D Kuramoto model lab: N coupled phase oscillators with tunable coupling strength and… Bayesian Hyperparameter Search (2D)New📱A 2D top-down heatmap of the same Gaussian-process surrogate: posterior mean colour-mapped… Quadcopter Flight Dynamics (2D)New📱2D side-view quadcopter flight lab: differential-thrust attitude control, quadratic drag and… Drone Swarm Formation Morphing (2D)New📱Top-down 2D companion to the 3D drone swarm sim: hundreds of drones eased between six… t-SNE Perplexity Lab (2D)New📱2D t-SNE lab: a real gradient-descent embedding running live in the browser, with a… 3D AI vs Human DrawingNewDraw a freehand stroke on a 3D ground plane and watch it rebuilt as two glowing ribbons:… 3D Continual Learning: Elastic Weight ConsolidationNewWatch a neural network's weight vector move through real 3D weight space as it trains… 3D Monte Carlo Tree Search — UCB1 in Volumetric SpaceNew📱The same UCB1-driven MCTS as the 2D original — selection, expansion, rollout,… 3D Neural Network Forward PassNewBuild a real multi-layer perceptron and watch a genuine forward pass propagate through it in… 3D Digital Twin Studio — Live Thermal ModelNew📱A real four-zone lumped-capacitance building thermal digital twin rendered in genuine 3D… Gene Expression PCA Lab: Eigendecomposition & Clustering (2D)New📱2D PCA lab: a synthetic gene-expression matrix is generated from adjustable clusters, its… Load Balancer & Auto-Scaling: Queueing Theory Lab (2D)New📱2D load-balancer / auto-scaling lab: Poisson request arrivals, an M/M/c server pool with… 2D Image Convolution: Edge Detection & Kernels (2D)New📱2D image-convolution lab: a real pixel grid convolved live with Sobel, Gaussian, Laplacian… Convergence Analysis in Hyperparameter Optimization (2D)New📱2D companion: a top-down heatmap of the same non-convex loss landscape as the 3D lab, with… Multi-Layer CNN Forward Pass: Conv → Pool → Dense → Softmax (2D)New📱2D multi-layer CNN forward-pass lab: a drawable 12×12 input runs through two real… Orbital Delivery Router: Nearest-Neighbor & 2-opt TSP (2D)New📱2D orbital delivery-routing lab: a courier drone visits satellite depots across orbital… Program Synthesis Beam Search (2D)New📱A 2D beam-search tree over a toy DSL: candidates are scored by a deterministic verifier,… Exoplanet Transit: Light-Curve Photometry (2D)New📱2D transit-method exoplanet detector: real photometric geometry (ΔF/F = (Rp/Rstar)²),… Setting Initial Hyperparameter Values: Gradient-Descent Landscape (2D)New📱2D gradient-descent lab: a hand-defined non-convex loss surface with three local minima, a… Reorder Point & Safety Stock Lab (2D)New📱2D inventory-theory lab: Poisson or Gaussian daily demand, a live rolling reorder-point (ROP… Software Testing Pyramid Economics (2D)New📱2D test-pyramid economics lab: adjustable unit/integration/E2E test counts and bug-injection… Territory Capture 2D: Voronoi Partitioning & Lloyd's AlgorithmNew📱2D top-down territory-capture lab: mobile agents partition the plane into a live Voronoi… Transformer Self-Attention: Query/Key/Value Heatmap (2D)New📱2D self-attention lab: real query/key/value matrix projections, scaled dot-product scores… Underwater Navigator: Dead Reckoning & Acoustic Trilateration (2D)New📱2D AUV dead-reckoning lab: a submersible integrates noisy heading and speed to estimate its… Stemming vs Lemmatization: Rule-Based Suffix StrippingNew📱2D companion to the 3D letter-block simulator: watch the Porter stemming algorithm strip… Decision Threshold Profit Optimizer 2DNew📱2D companion to the 3D decision-threshold optimizer: overlapping positive/negative… Part-of-Speech Tagging: HMM Viterbi TrellisNew📱2D companion to the 3D Viterbi trellis: watch a Hidden Markov Model tag a sentence word by… Microtransit Dispatch 2D — Cheapest-Insertion RoutingNew📱A 2D top-down companion to the 3D microtransit dispatch sim: a fleet of shared shuttles… Uplift Modeling Lab 2D — Persuadables, Sure Things & Sleeping DogsNew📱2D companion to the 3D uplift-modeling simulator: a flat control-vs-treated conversion… 2D Neural Network Forward Pass 2New📱Interactive 2D diagram of a feed-forward neural network: configure the layer sizes, choose… Schelling Segregation Model (2D)New📱Interactive 2D Schelling segregation model: watch a grid of two agent types self-sort into… Cellular Frequency Reuse — Hex Grid Graph Coloring (2D)New📱A 2D hexagonal cell-tower lattice where a live DSATUR graph-coloring solver assigns… Credit Scorecard: Weight-of-Evidence & ROC DiscriminationNewBuild a manual weight-of-evidence credit scorecard: tune how much income, debt-to-income… AutoML Lab 2D: Grid vs Random vs Real Gaussian-Process SearchNew📱A 2D companion to the 3D AutoML Lab: watch grid search, random search and a real… Drone Swarm Formation Control — Distributed Consensus (2D)New📱A 2D companion to the 3D drone swarm visualizer that implements real formation-keeping… Neural Network Signal Sweep (2D)NewA 2D companion to the 3D Interactive Neural Network Simulation: the same fixed 6-10-12-10-4… 2D K-Means Clustering VisualiserNew📱Click to place data points or generate random blobs, then watch a real 2D K-Means algorithm… Adaptive Labyrinth Simulator (2D)New📱Interactive 2D Q-learning maze: watch a reinforcement-learning agent improve its route over… Adaptive Learning Engine: Knowledge Graph Mastery Simulator (2D)New📱2D diagram of an AI tutoring engine navigating a prerequisite knowledge graph with real… Prototypical Networks: Few-Shot Classification by Distance (2D)New📱2D top-down embedding-space map of Prototypical Networks for few-shot learning: drag to pan… Neural Collaborative Filtering in 2D: Watch Embeddings Learn LiveNew📱Train a real Neural Collaborative Filtering model live on a 2D canvas: watch user and movie… Mobile AI Assistant Offload Router (2D)New📱Simulate the on-device vs. cloud arbitration a mobile AI assistant runs on every query on a… Mobile Camera-ML Frame Scheduler — 2D Timeline ViewNew📱Interactive 2D discrete-event simulator of a mobile camera feeding an on-device ML model:… Two-Stream Action Recognition in 2D: Spatial vs Temporal FusionNew📱A 2D stick-figure skeleton performs four actions while a spatial (pose-shape) stream and a… Government Procurement Consolidation Optimizer — Discount Tiers & Holding Cost (2D)New📱Interactive 2D companion to the government procurement consolidation simulator: drag to spin… Multi-Armed Bandit — Marketing Budget AllocatorNew📱Watch epsilon-greedy, UCB1 and a random baseline compete to allocate a marketing budget… Eligibility Traces: TD(λ) Credit Assignment (2D)New📱Interactive 2D grid-world visualiser for TD(λ) eligibility traces: watch a live heatmap of… Wake-Word Detector 2D: Score Ribbon & Power Dial SimulatorNew📱Interactive 2D simulator of an always-on mobile wake-word detector: scrub a live… Predictive Outreach 2D: AI Risk-Scoring Scatter PlotNew📱Interactive 2D scatter-plot simulation of an AI risk-scoring pipeline for proactive citizen… Notification Channel Optimizer 2D — Multi-Armed Bandit Bar RaceNew📱A flat 2D multi-armed bandit dashboard: watch epsilon-greedy and UCB1 learn live, message by… Maximization Bias 2D: Q-Learning vs Double Q-LearningNew📱A 2D radial value-bar graph and rolling win-rate chart showing Q-learning's max operator… Transformer Feed-Forward Block (2D): Per-Token Expand & ProjectNew📱A 2D bar-chart and heatmap view of a transformer's position-wise feed-forward sublayer:… Patent Embedding Radar 2D: Spotting Competitor EncroachmentNew📱A flat 2D embedding-space radar for AI-driven competitive intelligence: patent filings from… RAG Access Control 2D: Permission-Filtered Retrieval MapNew📱Chunks from four permission tiers cluster by topic on a 2D embedding circle; fire a query… Risk Model Drift & Retraining Monitor — 2DNew📱A 2D ridge-plot view of a bank's AI credit-risk score distribution drifting away from its… Predictive Lead Scoring & Growth Funnel Simulator (2D)New📱2D top-down companion to the lead-scoring simulator: tune a logistic-regression model's… Core-Set Selection: Greedy k-Center Active Learning (2D)New📱Interactive 2D core-set selection simulator: watch the greedy k-center algorithm pick a… Matching Networks: Attention-Weighted Few-Shot Classification | mysimulator.ukNew📱Interactive 2D lab: drag a query point around an embedding plane and watch attention weights… RLHF Reward Model: KL-Penalized Alignment (2D)New📱2D bar-chart RLHF simulator: watch a policy over eight discrete responses climb a learned… Rotation Prediction 2D: A Self-Supervised Pretext Task | mysimulator.ukNew📱A 2D canvas view of a rotation-prediction self-supervised pretext task: unlabelled embedding… Gradient Clipping 2D: Exploding & Vanishing GradientsNew📱Interactive 2D backprop-chain plot showing a gradient's magnitude compounding layer by layer… Satellite AI Emission Tracker — 2D Column ViewNew📱A top-down 2D satellite view of a Gaussian methane/CO2 plume drifting downwind from a… NAS Performance Estimation: Weight Sharing vs Full Training (2D)New📱2D supernet lattice where a search controller samples child architectures and you compare… AutoML Pipeline Leaderboard 2D: Successive Halving RaceNew📱A 2D bar-chart race of AutoML's Combined Algorithm Selection & Hyperparameter optimization… Depthwise Separable Convolution: MobileNet's Efficiency Trick (2D)New📱2D top-down comparison of standard convolution against MobileNet's depthwise-separable… Knowledge Graph Embeddings 2D Map: TransE vs RotatE Link PredictionNew📱A 2D top-down map of a toy knowledge graph of cities, countries and continents. Drag to pan,… Spike Encoding: Rate, Temporal & Population Coding (2D)New📱A 2D scrolling spike-raster view of a single continuous signal encoded live by three… BERT's Blindfold 2D: Bidirectional vs Causal Masked-Word PredictionNew📱A 2D pannable/zoomable diagram of the same multi-layer self-attention engine as the 3D… Public Health Hotspot Allocator (2D Map)New📱Interactive 2D top-down simulation: DBSCAN clusters synthetic overdose/outbreak incidents… Dynamic Batching for AI Inference Serving (2D)New📱Interactive 2D simulator of dynamic request batching on an inference server: watch requests… Process Mining Live — Discovering a Workflow from an Event Log (2D)New📱2D directly-follows graph discovered live from a stream of business-process event-log… Social AI: Turn-Taking Predictor (2D)New📱Top-down 2D social-signal-processing simulator: an AI model scores every listener on… Gradient Leakage Attack on Federated Learning (2D)New📱A 2D Deep Leakage from Gradients demo: an attacker reconstructs a client's private images… Gaussian Mixture Models: EM Density Contours (2D)New📱A flat 2D contour-map view of Expectation-Maximization fitting a Gaussian Mixture Model: a… Neuromorphic vs Clocked Processing 2D: Spike Raster & Energy TraceNew📱A scrolling spike raster and an analog membrane-potential trace, computed independently with… CartPole REINFORCE: Policy Field in Phase Space (2D)New📱The flat 2D counterpart of the CartPole REINFORCE simulator: the identical… SHAP Feature Attribution: Shapley Lattice & ConvergenceNew📱Watch the Shapley-value engine behind SHAP explanations in 2D: the entire Boolean coalition… 2D Graph Neural Network Message PassingNew📱2D simulator of message passing in a Graph Neural Network: a graph diagram laid out natively… Graph Attention Network: Attention Matrix ViewNew📱Interactive 2D Graph Attention Network: watch a GAT layer compute LeakyReLU attention scores… FedAvg Loss-Curve Drift: 2D Federated Model AggregationNew📱Interactive 2D federated-learning simulator: five clients report scalar weight updates onto… NMS Suppression Graph: 2D Arc Diagram of Greedy Box FilteringNew📱Watch the same greedy Non-Maximum Suppression algorithm run on a sorted arc diagram instead… Gradient Boosting 2D: Residual Heatmap Across RoundsNew📱2D companion to the gradient-boosting simulator: a scrolling round-by-point residual heatmap… Scaled Dot-Product Attention (2D): Score Matrix & √d_k DistributionNew📱2D matrix-and-histogram visualization of the √d_k scaling term in transformer attention:… PSO 2D: Fitness Heatmap & Convergence ChartNew📱2D top-down companion to the 3D PSO terrain sim: the Rastrigin benchmark rendered as a… Autoencoder Anomaly Detection: Error Heatmap & Latent TrajectoryNew📱A real 8-channel autoencoder trains live by gradient descent on correlated sensor data, then… Fairness Trade-off Landscape: Threshold Parameter Space (2D)New📱2D parameter-space view of the algorithmic-fairness impossibility theorem: a back-to-back… Agent Memory Retrieval: Score-Space Landscape (2D)New📱2D counterpart to the 3D agent-memory simulator: memories are placed on a unit circle by… Reward Hacking in Reward-Space: A Goodhart's Law Phase PortraitNew📱A 2D phase-space plot of Goodhart's Law: instead of watching an agent climb a 3D reward… DARTS 2D: Architecture-Weight Arc DiagramNew📱A flat arc-diagram companion to the 3D DARTS visualizer: the same weight-sharing supernet —… Emergent Communication — Policy Graph (2D)New📱Train a sender and receiver agent from scratch in a Lewis signaling game, but watch it as a… VLM Object Hallucination Lab — Evidence/Prior Phase Plane (2D)New📱Watch a vision-language model's caption decoder play out in 2D evidence-vs-prior phase… Voice Cloning: Speaker Embedding Angle MapNew📱Explore a 2D speaker-embedding angle map where a GE2E-style encoder pulls each speaker's… Weak Supervision Vote Matrix: Combining Noisy Labeling FunctionsNew📱Interactive 2D vote-matrix lab: watch several noisy heuristic labeling functions cast votes… Eval Pipeline Cost Landscape: Batching, Caching & Shadow Tests (2D)New📱2D parameter-space heatmap of an LLM evaluation pipeline: sweep batch size against cache-hit… Spectral Clustering 2D — Laplacian Matrix & Eigengap ExplorerNew📱A 2D linear-algebra companion to the 3D spectral-clustering point cloud: watch the graph… NPU Thermal Grid: 2D Die Heat-Map & DVFS ThrottlingNew📱A 2D finite-difference heat-map counterpart to the 3D NPU thermal simulator: a 24x24 grid of… Queueing Chain: M/M/c/K Birth-Death Diagram for ML Inference AutoscalingNew📱A 2D birth-death chain and live PMF simulator for M/M/c/K inference queues: watch the… Thompson Sampling 2D: Belief-Space Bandit ChartsNew📱2D companion to the 3D Thompson Sampling bandit simulator: the same Beta(α,β) posterior… Bootstrap Matrix & OOB ConvergenceNew📱Grow bagged decision trees one bootstrap draw at a time on a live matrix of training rows,… Toolformer Self-Annotation Loss Filter (2D)New📱Watch a language model self-annotate its own tool-use training data in a pannable 2D token… Sliding-Window Attention & Segment Recurrence (2D)New📱Watch a long token sequence get processed in fixed-size local-attention windows with a small… Agent Benchmark Significance Lab 2D: Permutation Test & Bootstrap CINew📱Run two tool-using LLM agents through a seeded task battery and see whether one really is… AML Structuring Detector 2D: Transaction Graph Motif AnalysisNew📱An interactive 2D transaction-network simulator showing how money-laundering "structuring"… Document Layout Attention: Field Extraction (2D)New📱Interactive 2D simulator of multimodal document-layout attention (LayoutLM-style): watch a… Universal Approximation Theorem: Neurons Fitting a Curve (2D)New📱A 2D multi-panel view of a single hidden layer of sigmoid neurons learning, live, to… Shadow Deployment (2D): Mirrored Traffic, Zero User RiskNew📱Mirror a share of live production traffic to a candidate model running in parallel, watch a… CEGIS 2D: Counterexample-Guided Program SynthesisNew📱Watch counterexample-guided inductive synthesis (CEGIS) narrow a 2D lattice of candidate… LoRA Adapter Lab 2D: Low-Rank Fine-Tuning Without ForgettingNew📱Watch a low-rank adapter ΔW = B·A learn a new task on top of a frozen base weight matrix as… LLM-as-a-Judge: Position Bias Lab (2D)New📱2D pairwise LLM-judge simulator: watch score streams and win-rate bars respond live as… Agentic Loop Simulator 2D: Plan-Act-Critique PipelineNew📱A 2D flat-diagram build of the LLM agent Plan -> Act (tool call) -> Critique -> Retry… Lost in the Middle: Long-Context Recall Curve (2D)New📱Drag a needle fact to any depth inside a long context window and run Monte Carlo recall… AI Guardrail Pipeline 2D: Signal-Detection SimulatorNew📱2D lane-view simulator of an LLM guardrail pipeline: drag the live score-distribution… Sparse & Linear Attention (2D): Taming the O(n²) Transformer BottleneckNew📱Interactive 2D attention-matrix heatmap: switch a transformer between full, sliding-window,… KV Cache in 2D: Linear vs Quadratic Inference CostNew📱A layered 2D dashboard of transformer autoregressive decoding: step through token… Neural Trojan: Backdoor Trigger Attack Lab (2D)New📱A top-down 2D heatmap of a classifier's decision surface: poison a training set with a… Dependency Parsing 2D: Arc-Standard Shift-Reduce ParserNew📱Step or auto-run a transition-based dependency parser across three synchronized flat panels:… Sentencing Disparity Detector (2D)New📱A 2D statistical simulator with three linked panels — a severity-vs-sentence scatter with a… Learned Optimizer Race: 2D Contour Map of a Loss LandscapeNew📱Top-down contour-map version of the optimizer race: plain SGD, momentum SGD, and a… Neurosymbolic Constraint Solver 2D: Loss Landscape & Logic GraphNew📱A 2D companion to the neurosymbolic reasoner: drag directly on the A/B loss-landscape… LoRA 2D: Low-Rank Adapters for Fine-TuningNew📱Train a low-rank adapter ΔW = (α/r)·B·A against a fixed rank-8 target weight update in a… Hyperspectral Crop Disease Detector (2D)New📱2D top-down canopy simulator: a logistic-growth infection spreads across a grid of 100… Benchmark Contamination Detector (2D)New📱Interactive 2D lab: watch leaked benchmark items inflate a model's reported accuracy on a… Tree-of-Thought Reasoning Search (2D)New📱A 2D diagram view of best-first Tree-of-Thought search: watch a reasoning tree branch, get… Few-Shot Voice Cloning (2D): Speaker Embedding Plane & Vocoder ConditioningNew📱Average a handful of noisy reference-utterance embeddings into a speaker clone vector on a… Regulatory Sandbox: AI Kill-Switch Containment Simulator (2D)New📱Interactive 2D model of an EU AI Act regulatory sandbox: an autonomous test agent wanders a… Spacetime Patch Tokenizer 2D: How Sora Turns Video Into Transformer TokensNew📱Interactive 2D visualizer of Sora-style spacetime-patch tokenization: an… Generative Diffusion for Inverse Materials Design (2D)New📱A 2D score-based diffusion sampler: watch atoms condense out of positional and chemical… Constitutional AI: Self-Critique & Revision Loop (2D)New📱Watch a 2D scatter of candidate LLM responses get critiqued against written constitutional… Influence Maximization (2D): Greedy Seed Selection Under the Independent Cascade ModelNew📱The flat, pan-and-zoom 2D rendering of the same Barabasi-Albert social graph and Independent… MCP Protocol Router: 2D Wire DiagramNew📱Interactive 2D wire-diagram simulator of the Model Context Protocol (MCP): watch JSON-RPC… Progressive Neural Networks 2D: Zero-Forgetting Column GrowthNew📱A 2D schematic + live accuracy-history dashboard of progressive neural networks: drag-pan… Deep-Space Downlink Triage (2D): AI Data Prioritization SimulatorNew📱A 2D orbit map, backlog queue, and live density-ranked knapsack chart show an onboard AI… Sovereign Tech Fund Allocation Simulator (2D)New📱Run a national sovereign-tech fund year by year on a rotatable 2D capability wheel: split an… Tokenizer Fertility Gap (2D): The Multilingual Vocabulary TaxNew📱Watch a shared subword vocabulary (BPE / SentencePiece, as in mBERT, XLM-R, mT5) split the… Token Sampling Lab 2D: Temperature, Top-k & Nucleus SamplingNew📱Watch a language model's next-token probability distribution reshape across three linked 2D… Certified Robustness via Randomized Smoothing (2D)New📱Watch a top-down decision boundary get wrapped in a Monte Carlo cloud of Gaussian noise… AI Escalation Policy Learner (2D) — Contextual Bandit for Human HandoffNew📱2D pannable/zoomable flow diagram of a contextual bandit learning, ticket type by ticket… Operator Fusion & the Roofline Model (2D)New📱2D lab: watch a Conv-BatchNorm-ReLU-Conv-Pool inference pipeline fuse into single kernels on… Post Reach Decay & Algorithmic Amplification (2D)New📱A 2D radial-field model of a social media post's reach lifecycle: impressions stream outward… Contract Net Protocol: Multi-Agent Task Auction SimulatorNew📱Watch a Contract Net Protocol auction unfold in 3D: a manager agent announces a task, worker… Voice Assistant Endpointing & Barge-In LabNew📱A real-time 2D canvas simulator of a voice-assistant conversation pipeline: an energy-based… Diverse EdTech Recommendations: Maximal Marginal RelevanceNew📱Watch a real Maximal Marginal Relevance (MMR) recommender build a personalized… Search Index Freshness & TTL SimulatorNew📱Watch a retrieval index as documents arrive, queue for ingestion, go live, and expire on a… Discriminative Fine-Tuning: Layer-Wise Learning RatesNew📱Fine-tune a pretrained network layer by layer: watch a slanted-triangular learning-rate… Query-by-Committee: Vote-Entropy Active LearningNew📱Watch a committee of logistic-regression classifiers vote on unlabeled points and pick the… OPTICS: Reachability Plot & Varying-Density ClusteringNew📱An interactive 3D simulator that runs the real OPTICS clustering ordering on a point cloud… Cross-Entropy vs. Hinge Loss: How Loss Choice Shapes a ClassifierNew📱Train a logistic-regression classifier (cross-entropy loss) and a linear SVM (hinge loss)… Universal Adversarial Perturbation ExplorerNew📱Watch a single shared perturbation vector get built, sample by sample, until it flips the… Automated Essay Scoring — NLP Feature Grading ModelNew📱Interactive 3D simulator of an automated essay-scoring model: essays are plotted in a… Classifier Threshold & ROC Curve ExplorerNew📱Drag a real decision threshold across two overlapping classifier score distributions in 2D… Stacking Ensembles: Meta-Learner BlendingNew📱Train three real base learners — kernel k-NN, logistic regression and a decision stump —… Data Mining: Local Outlier Factor ExplorerNew📱An interactive 3D data mining lab that runs the real Local Outlier Factor algorithm over a… Sequential Recommendation: Session Embedding & Next-Item PredictionNew📱Click items to build a viewing session in 3D embedding space and watch a recency-weighted… Function-Call Argument Grounding SimulatorNew📱Watch an LLM sample candidate function-call arguments against a JSON-schema valid region in… Coreference Resolution: Linking Pronouns to Their AntecedentsNew📱An interactive 3D coreference-resolution simulator: watch a mention-pair scoring model link… Grouped-Query Attention: Shrinking the KV CacheNew📱Interactive 3D visualiser for Grouped-Query Attention: watch query heads share a handful of… Cliff Walking: SARSA vs Q-LearningNew📱Watch two reinforcement-learning agents — on-policy SARSA and off-policy Q-Learning — learn… HNSW: How Vector Databases Search at ScaleNew📱Watch a Hierarchical Navigable Small World graph — the approximate-nearest-neighbor index… Feature Pyramid Network: Multi-Scale Object DetectionNew📱Interactive 3D Feature Pyramid Network simulator: place an object of any pixel size in an… Inter-Annotator Agreement Simulator (Cohen's Kappa)New📱Two independent raters label the same dataset in 2D — tune rater accuracy, item ambiguity… Amdahl's Law: A 2D Scheduling & Speedup ModelNew📱2D companion to the Amdahl's Law simulator: a live Gantt-style scheduler diagram shows every… MFCC Feature Extraction Pipeline (2D)New📱Watch a synthetic voice signal — built from a real parallel formant-resonator IIR filter… Guardrail Cascade: 2D Confidence Ladder & Latency HistogramNew📱Interactive 2D counterpart to the 3D guardrail-cascade simulator: a genuine,… Grammar-Constrained Decoding: Masking an LLM's Token Distribution — 2DNew📱Step through a masked-softmax token distribution one sample at a time as a 2D probability… Pass@k Benchmark Estimator: Sampling Grid & Score Curve (2D)New📱A 2D evaluation-harness simulator: every attempt is drawn as a cell in a real per-task… Residual Vector Quantization: 2D Codebook CascadeNew📱Interactive 2D counterpart to the 3D residual-vector-quantization simulator: watch the real… Chatbot Arena Elo Rating Dynamics (2D)New📱Interactive 2D counterpart to the 3D Chatbot Arena simulator: a genuine,… Physics-Informed Neural Digital Twin — 2D HeatmapNew📱A tiny RBF neural network reconstructs a full 2D heat field from only a handful of sparse… Anchor Box IoU Field & Multi-Object Assignment (2D)New📱Interactive 2D anchor-box assignment simulator: scatter several ground-truth objects at once… RANSAC Robust Line Fitting (2D)New📱Watch the RANSAC algorithm fit a 2D line to an outlier-contaminated point scatter in real… 2D Diffusion Tensor Field: Crossing-Fiber TractographyNew📱Build a synthetic crossing-fiber diffusion-tensor phantom on a single imaging plane,… Barren Plateaus: Real Circuit Gradient StatisticsNew📱Interactive 2D simulator: a genuine real-amplitude statevector simulation of a random… Hamiltonian Monte Carlo: Phase-Space Leapfrog (2D)New📱A 2D Hamiltonian Monte Carlo sampler: watch the leapfrog integrator trace real (theta,… CNN Receptive Field Growth Across Layers (2D)New📱A 2D companion visualizer: nested contour rectangles drawn directly on a single 32x32 input… Grad-CAM: Where a Medical-Scan AI Is Looking (2D)New📱Interactive 2D companion to the 3D Grad-CAM simulator: a real two-layer convolutional… Token Attention GraphNew📱Visualizes self-attention mechanisms by showing query-key dot products and a softmax weight… Token Attention GraphNew📱Represents word embeddings in a vector space where semantically related words cluster… Cross-Modal AttentionNew📱On this 2D canvas, a text token queries every image patch. The strength of their interaction… Cross-Modal AttentionNew📱In the 3D space, image-token and text-token points drift and are pulled towards each other… Barren Plateaus in Quantum Neural Network TrainingNew📱Interactive 3D cost-landscape simulator for variational quantum circuits: watch the training… Grad-CAM: Where a Medical-Scan AI Is LookingNew📱Watch a real two-layer convolutional network classify a synthetic medical scan as Normal or… RANSAC Robust Plane FittingNew📱Watch the RANSAC algorithm fit a 3D plane to an outlier-contaminated point cloud in real… Diffusion MRI Tractography: Tracking White-Matter FibersNew📱Build a synthetic crossing-fiber diffusion-tensor phantom, diagonalize each voxel's tensor… Amdahl's Law: Parallel Speedup SimulatorNew📱Distribute a fixed workload across up to 64 worker cores, tune the parallel fraction and… MFCC Feature Extraction PipelineNew📱Watch a synthetic voice signal turn into the mel-frequency cepstral coefficients real… Sharp vs. Flat Minima: Why Flatness Predicts GeneralizationNew📱Interactive 3D loss landscape with a sharp narrow minimum and a flat wide minimum: watch SGD… Hamiltonian Monte Carlo: Leapfrog SamplingNew📱Watch Hamiltonian Monte Carlo sample a Bayesian posterior in 3D: a momentum-augmented… CNN Receptive Field Growth Across LayersNew📱Visualize how the receptive field of a single output neuron expands backward through stacked… Universal Adversarial Perturbation ExplorerNew📱Watch a single shared perturbation vector get built, sample by sample, until it flips the… CartPole REINFORCE: Policy Gradient with BaselineNew📱Watch a real REINFORCE Monte-Carlo policy-gradient agent learn to balance a cart-pole from… FedAvg Client Drift: Federated Model AggregationNew📱Interactive 3D federated-learning simulator: watch five clients run local gradient steps on… Graph Neural Network Message PassingNew📱Step through real message-passing rounds on a 3D graph, watching node embeddings diffuse via… Scaled Dot-Product Attention: The Role of √d_kNew📱Interactive 3D visualization of the √d_k scaling term in transformer attention: watch raw… Fairness Metric Trade-off: Equalized Odds vs CalibrationNew📱Set per-group decision thresholds on two populations with different base rates and watch… SHAP Feature Attribution: Shapley Values by Coalition SamplingNew📱Watch the Shapley-value engine behind SHAP explanations in 3D: random feature orderings… PSO Neighborhood Topology: Global-Best vs RingNew📱Watch a real Particle Swarm Optimization run search a 3D Rastrigin fitness landscape, and… Out-of-Bag Sampling in Random ForestsNew📱Grow bagged decision trees one bootstrap sample at a time and watch which training points… Gradient Boosting: Watching a Curve Take ShapeNew📱Watch real gradient boosting build a regression model one shallow decision tree at a time,… Autoencoder Anomaly Detection: Per-Channel Reconstruction ErrorNew📱A real 8-channel autoencoder trains live by gradient descent on correlated sensor data, then… Graph Attention Network: Node ClassificationNew📱Interactive 3D Graph Attention Network: watch a GAT layer compute LeakyReLU attention… Non-Maximum Suppression: Cleaning Up Overlapping Detection BoxesNew📱Watch the greedy Non-Maximum Suppression algorithm turn a noisy cloud of overlapping… Weak Supervision: Combining Noisy Labeling FunctionsNew📱Interactive 3D weak-supervision lab: several noisy heuristic labeling functions vote on a… Data Mining: Local Outlier Factor ExplorerNew📱An interactive 3D data mining lab that runs the real Local Outlier Factor algorithm over a… Cross-Entropy vs. Hinge Loss: How Loss Choice Shapes a ClassifierNew📱Train a logistic-regression classifier (cross-entropy loss) and a linear SVM (hinge loss)… Universal Approximation Theorem: Neurons Fitting a CurveNew📱Watch a single hidden layer of sigmoid neurons learn, live, to approximate a target curve… Anchor Box Matching for Object DetectionNew📱Watch a detector's dense grid of multi-scale, multi-aspect-ratio anchor boxes get scored… Shadow Deployment: Mirrored Traffic, Zero User RiskNew📱Mirror a share of live production traffic to a candidate model running in parallel, and… Cliff Walking: SARSA vs Q-LearningNew📱Watch two reinforcement-learning agents — on-policy SARSA and off-policy Q-Learning — learn… Spectral Clustering — Graph Laplacian ExplorerNew📱Build a k-nearest-neighbour similarity graph over non-convex point clouds, diagonalise the… Stacking Ensembles: Meta-Learner BlendingNew📱Train three real base learners — kernel k-NN, logistic regression and a decision stump —… Eval Pipeline Cost Optimizer: Batching, Caching & Shadow TestsNew📱Interactive 3D LLM evaluation pipeline: tune batch size, cache-hit rate and shadow-traffic… Toolformer Self-Annotation Loss FilterNew📱Watch a language model self-annotate its own tool-use training data: sample candidate API… Sliding-Window Attention & Segment RecurrenceNew📱Watch a long token sequence get processed in fixed-size local-attention windows with a small… Contract Net Protocol: Multi-Agent Task Auction SimulatorNew📱Watch a Contract Net Protocol auction unfold in 3D: a manager agent announces a task, worker… Guardrail Cascade: Latency, Caching & Early ExitNew📱Watch requests flow through a tiered AI-guardrail pipeline — a cache, a cheap keyword… Inter-Annotator Agreement Simulator (Cohen's Kappa)New📱Two independent raters label the same dataset in 3D — tune rater accuracy, item ambiguity… Agent Benchmark Significance LabNew📱Run two tool-using LLM agents through a seeded task battery and test whether the gap in… Search Index Freshness & TTL SimulatorNew📱Watch a retrieval index in 3D as documents arrive, queue for ingestion, go live, and expire… Grammar-Constrained Decoding: Masking an LLM's Token DistributionNew📱Watch a language model's per-step token probability distribution get masked down to only… CEGIS: Counterexample-Guided Program SynthesisNew📱Watch counterexample-guided inductive synthesis (CEGIS) narrow a 3D lattice of candidate… LoRA Adapter Lab: Low-Rank Fine-Tuning Without ForgettingNew📱Watch a low-rank adapter ΔW = B·A learn a new task on top of a frozen base weight matrix in… LLM-as-a-Judge: Position Bias LabNew📱Run a live stream of LLM-as-a-judge pairwise trials and watch position bias and verbosity… Agentic Loop Simulator: Plan-Act-Critique PipelineNew📱Watch LLM agent tasks flow through a live 3D Plan -> Act (tool call) -> Critique -> Retry… Agent Memory Retrieval: Recency, Relevance & ForgettingNew📱An interactive 3D simulator of an AI agent's memory store, where a retrieval score blending… Pass@k Benchmark Estimator: Agent Evaluation Under Stochastic SamplingNew📱A 3D evaluation-harness simulator that samples multiple attempts per task, computes the… Function-Call Argument Grounding SimulatorNew📱Watch an LLM sample candidate function-call arguments against a JSON-schema valid region in… Lost in the Middle: Long-Context Recall SimulatorNew📱Place a needle fact at any depth inside a long context window and run Monte Carlo recall… AI Guardrail Pipeline: Layered Defense SimulatorNew📱Watch AI prompts flow through a 3D input filter / model core / output filter / monitor… Sparse & Linear Attention: Taming the O(n²) Transformer BottleneckNew📱Interactive 3D attention-matrix visualizer: switch a transformer between full,… KV Cache: Why Transformer Inference Skips Redundant WorkNew📱Step through autoregressive token generation in a transformer decoder and compare key/value… Reward Hacking: Watching an AI Agent Exploit a Misspecified GoalNew📱A live 3D visualization of Goodhart's Law in AI safety: an RL-style agent climbs a… Neural Trojan: Backdoor Trigger Attack LabNew📱Poison a classifier's training data with a hidden trigger pattern and watch it learn a… Satellite AI Emission TrackerNew📱A Gaussian-plume dispersion model of a facility's gas emissions, retrieved by a simulated AI… Voice Assistant Endpointing & Barge-In LabNew📱A real-time 3D simulator of a voice-assistant conversation pipeline: an energy-based voice… Benchmark Contamination DetectorNew📱Watch leaked benchmark items inflate a model's reported accuracy, and see how an… Feature Pyramid Network: Multi-Scale Object DetectionNew📱Interactive 3D Feature Pyramid Network simulator: place an object of any pixel size in an… Dependency Parsing: Arc-Standard Shift-Reduce ParserNew📱Step through a real arc-standard transition-based dependency parser: watch SHIFT, LEFT-ARC… DARTS: Differentiable Architecture Search VisualizerNew📱Watch a weight-sharing supernet converge: a continuous softmax relaxation over candidate… Sentencing Disparity DetectorNew📱A 3D statistical simulator that scatters sentencing outcomes by case severity and judge,… Discriminative Fine-Tuning: Layer-Wise Learning RatesNew📱Fine-tune a pretrained network layer by layer: watch a slanted-triangular learning-rate… Learned Optimizer Race: Meta-Learning to Descend a Loss LandscapeNew📱Three optimizers race down the same ill-conditioned 3D quadratic bowl — plain SGD, momentum… Neurosymbolic Constraint Solver: Differentiable Logic ReasoningNew📱Watch gradient descent reason: three neural confidence values start wherever you set them,… Emergent Communication in Multi-Agent SystemsNew📱Train a sender and receiver agent from scratch in a Lewis signaling game and watch a shared… LoRA: Low-Rank Adapters for Fine-TuningNew📱Train a low-rank adapter ΔW = (α/r)·B·A against a fixed rank-8 target weight update in real… Sequential Recommendation: Session Embedding & Next-Item PredictionNew📱Click items to build a viewing session in 3D embedding space and watch a recency-weighted… Hyperspectral Crop Disease DetectorNew📱A logistic-growth infection spreads across a 3D canopy of 100 leaves while a real Spectral… NPU Thermal Throttling: On-Device LLM InferenceNew📱Watch a phone's NPU running a personal-assistant LLM heat up under sustained generation: a… Tree-of-Thought Reasoning SearchNew📱Watch a reasoning model explore a branching tree of candidate thoughts, score each with a… AML Structuring Detector: Transaction Graph Motif AnalysisNew📱An interactive 3D transaction-network simulator showing how money-laundering "structuring"… HNSW: How Vector Databases Search at ScaleNew📱Watch a Hierarchical Navigable Small World graph — the approximate-nearest-neighbor index… Document Layout Attention: Field ExtractionNew📱Interactive 3D simulator of multimodal document-layout attention (LayoutLM-style): watch a… VLM Object Hallucination LabNew📱Watch a vision-language model caption a 3D scene word by word, blending real visual evidence… Residual Vector Quantization: How AI Generates Music Token by TokenNew📱Interactive 3D simulator of residual vector quantization (RVQ) and coarse-to-fine… Spacetime Patch Tokenizer: How Sora Turns Video Into Transformer TokensNew📱Interactive 3D visualizer of Sora-style spacetime-patch tokenization: slice a compressed… Chatbot Arena Elo Rating DynamicsNew📱Interactive 3D simulator of the Chatbot Arena / LMSYS pairwise-battle ranking system: random… Constitutional AI: Self-Critique & Revision LoopNew📱Watch a cloud of candidate LLM responses get critiqued against written constitutional… Few-Shot Voice Cloning: Speaker Embeddings & Vocoder ConditioningNew📱Average a handful of noisy reference-utterance embeddings into a speaker clone vector in a… Voice Cloning: Speaker Embedding SpaceNew📱Explore a 3D speaker-embedding space where a GE2E-style encoder clusters reference… Regulatory Sandbox: AI Kill-Switch Containment SimulatorNew📱Interactive 3D model of an EU AI Act regulatory sandbox: an autonomous test agent wanders a… Generative Diffusion for Inverse Materials DesignNew📱Watch a score-based diffusion model denoise random atomic positions and species into a… MCP Protocol Router: How AI Agents Call ToolsNew📱Interactive 3D simulator of the Model Context Protocol (MCP): watch JSON-RPC 2.0 requests… Progressive Neural Networks: Zero-Forgetting Column GrowthNew📱Grow a progressive neural network one frozen column per task and watch lateral connections… Physics-Informed Neural Digital TwinNew📱A tiny neural network reconstructs a full 2D heat field from only a handful of sparse… Deep-Space Downlink Triage: AI Data Prioritization SimulatorNew📱Simulate an onboard AI that scores incoming science observations for novelty and greedily… Sovereign Tech Fund Allocation SimulatorNew📱Run a national sovereign-tech fund year by year in 3D: split an annual budget across… Tokenizer Fertility Gap: The Multilingual Vocabulary TaxNew📱Watch a shared subword vocabulary (BPE / SentencePiece, as in mBERT, XLM-R, mT5) split the… Influence Maximization: Greedy Seed Selection Under the Independent Cascade ModelNew📱Choose which accounts to seed a post with to maximize its spread across a simulated social… Token Sampling Lab: Temperature, Top-k & Nucleus SamplingNew📱Watch a language model's next-token probability distribution reshape in 3D as you drag… Neural Collaborative Filtering: Learning Non-Linear User-Item PreferencesNew📱Train a real Neural Collaborative Filtering model live in 3D: watch user and movie… Core-Set Selection: Greedy k-Center Active LearningNew📱Watch the greedy k-center algorithm build a diverse labeling batch by always picking the… Matching Networks: Attention-Weighted Few-Shot ClassificationNew📱Drag a query point around a labelled embedding space and watch attention weights over the… Operator Fusion & the Roofline ModelNew📱Watch a Conv-BatchNorm-ReLU-Conv-Pool inference pipeline fuse into single kernels, cutting… Rotation Prediction: A Self-Supervised Pretext TaskNew📱Watch an embedding space self-organize as a rotation-prediction pretext task trains:… NAS Performance Estimation: Weight Sharing vs Full TrainingNew📱Interactive 3D weight-sharing supernet: watch a search controller sample child architectures… AutoML Pipeline Leaderboard: Successive Halving RaceNew📱Watch AutoML's Combined Algorithm Selection & Hyperparameter (CASH) search in action: a 3D… Certified Robustness via Randomized SmoothingNew📱Watch a classifier's decision surface get wrapped in a Monte Carlo cloud of Gaussian noise… Inference Autoscaling: Queueing Theory for ML Model ServingNew📱An interactive M/M/c queueing simulator for ML model serving — tune arrival rate,… Depthwise Separable Convolution: MobileNet's Efficiency TrickNew📱Compare standard convolution against MobileNet's depthwise-separable convolution in 3D:… Two-Stream Action Recognition: Spatial vs Temporal FusionNew📱A kinematic skeleton performs four actions while a spatial (pose-shape) stream and a… Knowledge Graph Embeddings: TransE vs RotatE Link PredictionNew📱A toy knowledge graph of cities, countries and continents embedded in 3D space, where you… Query-by-Committee: Vote-Entropy Active LearningNew📱Watch a committee of logistic-regression classifiers vote on unlabeled points and pick the… Prototypical Networks: Few-Shot Classification by DistanceNew📱Watch class prototypes form as the mean of a few support embeddings, then see query points… Spike Encoding: Rate, Temporal & Population CodingNew📱Watch one continuous signal turned into spike trains live by three neuromorphic-computing… Eligibility Traces: TD(λ) Credit AssignmentNew📱Watch a TD(λ) agent learn a state-value function across a live grid-world trajectory, with… BERT's Blindfold: Bidirectional vs Causal Masked-Word PredictionNew📱A real multi-layer self-attention engine masks one word in a sentence and predicts it,… OPTICS: Reachability Plot & Varying-Density ClusteringNew📱An interactive 3D simulator that runs the real OPTICS clustering ordering on a point cloud… Diverse EdTech Recommendations: Maximal Marginal RelevanceNew📱Watch a real Maximal Marginal Relevance (MMR) recommender build a personalized… Automated Essay Scoring — NLP Feature Grading ModelNew📱Interactive 3D simulator of an automated essay-scoring model: essays are plotted in a… Dynamic Batching for AI Inference ServingNew📱Watch requests queue and merge into GPU batches on a live inference server, and tune arrival… Patent Embedding Radar: Spotting Competitor EncroachmentNew📱An interactive 3D embedding-space radar for AI-driven competitive intelligence: patent… Risk Model Drift & Retraining MonitorNew📱Watch a bank's AI credit-risk score distribution drift away from its training baseline as… Process Mining Live — Discovering a Workflow from an Event LogNew📱Stream synthetic event-log traces through a live directly-follows graph and watch the…