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Gradient Descent VisualiserWatch SGD, Momentum, RMSprop and Adam navigate a 3D loss landscape in real time. Compare… K-Means Clustering — Machine Learning VisualiserVoronoi regions and centroid trails update as K-Means++ steps through blob, half-moon or… Convolutional Neural NetworkA filter scans an 8×8 image layer by layer — watch convolution, ReLU activation and… Neural GasNewWatch a neural gas network adapt to data topology — competitive learning with neighbourhood… Neural Network TrainingNewWatch backpropagation train a small feedforward network in real time — see weights and loss… Monte Carlo Tree Search — Game AINewWatch MCTS grow a search tree over a simple game by repeating four phases — selection with… Medical Scan Classifier — How a CNN Reads an ImageNewWatch a convolutional filter scan a synthetic medical scan, extract features, and output a… Crop Yield Predictor — Satellite NDVI Meets Weather DataNewFuse synthetic satellite vegetation-index (NDVI) readings with rainfall and temperature to… Adaptive Learning Engine — Knowledge Tracing LiveNewWatch a knowledge-tracing model update its estimate of a simulated student's mastery after… Recommendation Engine — Collaborative Filtering LiveNewA user-item rating matrix factors into latent taste vectors — watch recommendations update… Sales Forecast Simulator — Trend, Seasonality & NoiseNewBuild a synthetic sales history from trend, seasonality and noise, then watch a forecasting… Resume-to-Job Matcher — Embedding Similarity LiveNewWatch resumes and job descriptions get embedded into a shared vector space and matched by… Contract Clause Classifier — NLP Risk Flagging LiveNewFeed clauses from a synthetic contract through an NLP classifier that flags indemnity,… Visual Defect Detector — CNN Quality Inspection LineNewWatch a convolutional network scan parts moving down a simulated inspection line,… Adaptive Traffic Signal TwinNewA grid of intersections runs fixed-time signals or an adaptive controller that reads live… Fraud & Risk Anomaly Detector — LiveNewTransactions scatter across a 2D feature space — an anomaly-detection boundary flags… Network Intrusion Detector — Anomaly Scoring LiveNewSimulated network traffic streams past an anomaly-detection model that scores each… Predictive Maintenance — Remaining Useful Life EstimatorNewVibration and temperature sensor streams from a simulated machine feed a… Supply Chain Route Optimizer — A Genetic Algorithm at WorkNewWatch a genetic algorithm evolve delivery routes across a map of warehouses and customers —… Inventory Reorder Simulator — Demand, Safety Stock & StockoutsNewRun days forward through a forecasting-driven reorder system — watch stock levels and… RPA Workflow Automation — Bots on a Process GraphNewTasks flow through a business process graph as software bots execute rule-based steps and… Public Sector Fraud Classifier — Precision, Recall & the Confusion MatrixNewA classifier scores benefit claims by fraud risk — watch precision and recall shift live as… Churn Prediction ROC ExplorerNewA trained classifier scores customers by churn probability — drag the threshold and watch… Emergency Resource Allocator — Demand-Driven DispatchNewAmbulances reposition across a city grid as a demand-forecasting model predicts where calls… Dynamic Pricing Engine — Demand Elasticity in Real TimeNewWatch a price-optimization engine probe demand elasticity for a retail SKU and adjust price… Transit Route & ETA PredictorNewBuses move across a route network as Dijkstra's algorithm computes shortest paths and a live… Competitor Signal Radar — Sentiment & Topic ClusteringNewSimulated competitor mentions stream in and get scored for sentiment and clustered by topic… Support Chatbot Intent Map — Nearest-Neighbour RoutingNewType a support message and watch it get embedded into 2D space and routed to the nearest… Government Chatbot Dialogue ManagerNewWatch a citizen-service chatbot's dialogue state machine light up as a conversation unfolds… Automated Property Valuation Model — Live RegressionNewWatch an automated valuation model regress a property's estimated price from location, size… Outbreak Early-Warning — Signal Fusion vs Case CountsNewSearch-trend, pharmacy-sales and hospital-admission signals lead the official case count —… Smart Grid Balancer — Demand Response SimulatorNewBalance a simulated power grid in real time as an AI controller shifts flexible loads and… Credit Scoring Model — Scorecard Builder LiveNewBuild a credit scorecard from synthetic applicant features and watch approval rate, default… Business Decision Classifier — Logistic Regression LiveNewA logistic regression boundary bends to separate two outcome classes as gradient descent… Insurance Underwriting Risk Scorer — Live Actuarial ModelNewScore a stream of synthetic insurance applications for risk using an actuarial-style model,… Transaction Fraud Detector — Real-Time Anomaly ScoringNewWatch an isolation-forest-style anomaly detector score a live stream of synthetic card… Delivery Route Optimizer — Simulated Annealing LiveNewWatch simulated annealing anneal a delivery fleet's routes across a city map, escaping local… Customer Churn Predictor — Survival Curve LiveNewWatch a survival-analysis model estimate each customer's churn hazard over time from usage… Molecule Screening Engine — Similarity Search LiveNewScreen a synthetic compound library against a target molecular fingerprint using real… Content Moderation Classifier — Toxicity Scoring LiveNewWatch a text-toxicity classifier score a live stream of synthetic social posts token by… Cell Network Load Balancer — Graph Coloring LiveNewWatch a graph-coloring optimizer reassign frequency channels across overlapping cell towers… Player Performance Analyzer — Trajectory Clustering LiveNewCluster simulated player movement trajectories with k-means over spatial features, watching… Climate Risk Model — Ensemble Projection LiveNewWatch an ensemble of stochastic climate-risk projections spread and converge over a… Autonomous Vehicle Perception — Sensor Fusion LiveNewFuse simulated LIDAR point clouds with camera-style detections using a Kalman-filter… Translation Quality Estimator — Embedding Alignment LiveNewScore machine-translated sentence pairs for quality using real cross-lingual embedding…