🤖 AI და მანქანური სწავლება

AI Demand Forecasting & Inventory ReplenishmentNewInteractive 3D simulation of AI-driven inventory management: exponential-smoothing demand… AI Sales Forecasting EngineNewInteractive 3D simulation of AI-driven sales forecasting: a Holt's linear… AI Customer Service Routing EngineNewInteractive 3D simulation of an AI-powered customer service pipeline: incoming messages pass… Neuromorphic Computing: Spiking Neural Network Simulator |…NewSimulate a Loihi/TrueNorth-style spiking neural network: leaky integrate-and-fire neurons on… Neural Crystal Hacker (Ultra)NewExplore the intricate workings of an artificial neural network through this simulation.… AI Robot Learning SimulatorNewLearn about artificial intelligence and robotics through this interactive 3D simulation. Finite-State Machine Playground: DFA Step SimulatorNewWatch a deterministic finite automaton read an input string symbol by symbol: states light… Environmental AI: Satellite Change DetectionNewInteractive 3D simulation of an AI environmental-monitoring satellite: a computer-vision… CNN Feature Map ExplorerNewInteractive convolutional neural network simulator: watch a kernel slide across an input… Genetic Algorithm: Evolving a RouteNewInteractive 3D genetic algorithm: a population of candidate tours through scattered cities… Explainable, Reliable and Safe ModelsNewInteractive 3D black-box decision model with SHAP-style feature attribution: adjust four… Cybernetic Ethics SimulatorNewInteractive 3D model of autonomous decision-making under a hard-coded safety constraint:… Deep Learning: Forward Pass & BackpropagationNewInteractive 3D deep learning simulator: watch a real multi-layer neural network run forward… Edge AI SimulatorNewInteractive 3D network of edge devices racing on-device inference against a central cloud… Ethical AI Decision Making: Algorithmic Bias LabNewInteractive 3D model of an AI decision system scoring two equally-qualified populations from… Expert System Inference SimulatorNewInteractive 3D rule network for a classic expert system: run forward chaining to watch facts… Generative Adversarial Network SimulatorNewA live adversarial minimax game between a Gaussian generator and a small trainable neural… Machine Learning Optimization SimulatorNewInteractive 3D loss-surface simulator: watch SGD, Momentum and Adam race a ball down a bumpy… N-Gram Language Model: Live Perplexity & Text GenerationNewTrain a real add-k smoothed bigram language model on one of two toy corpora, watch it… ML Rollout Funnel: POC → MVP → Production ROINewWatch simulated ML projects flow through POC, MVP and Production gates — tune data quality,… PPO Clipped Objective ExplorerNew3D surface of the PPO clipped surrogate objective L_CLIP(r,A) = min(r·A, clip(r,1-ε,1+ε)·A).… Knowledge Graph Builder: Triples, Entities & Shortest-Path InferenceNewAdd subject-predicate-object triples from a dropdown to grow a 3D force-directed knowledge… Diffusion Model SimulatorNewInteractive diffusion-model simulator: a point-cloud image is progressively noised by the… A/B Testing Pitfalls: Peeking, Sample Ratio Mismatch, and When to Use a Bandit InsteadNewSample-size calculation, the peeking problem, multiple-testing correction, and sample ratio… Active Learning Lab — Uncertainty Sampling vs Random LabellingNewLabel points one at a time with uncertainty sampling, query-by-diversity or random selection… Advanced Hyperparameter TuningNewWatch automated hyperparameter search explore a 3D loss landscape and see how… Adversarial ML Lab — Craft a Perturbation That Flips a ClassifierNewDrag a small perturbation onto a correctly-classified point and watch a linear classifier… AI Anomaly Detection Lab — A Manufacturing Sensor Case StudyNewA case-study simulation of a manufacturing line sensor: tune an isolation-style anomaly… AI Automation ROI Lab — Payback Period CalculatorNewDrag task volume, automation coverage, error rate and implementation cost and watch monthly… AI Content Generation Lab — A Marketing Copy Review Case StudyNewA case-study simulation of an AI content pipeline: adjust the human-review sampling rate and… AI Credit Scoring Lab — A Loan Approval Threshold Case StudyNewA case-study simulation of a credit scoring model: move the approval threshold and watch the… AI Customer Churn Lab — A Retention Campaign Case StudyNewA case-study simulation of a churn prediction model: adjust the risk-score threshold for a… AI Customer Lifetime Value Lab — A Marketing Spend Case StudyNewA case-study simulation of predicted customer lifetime value: adjust the acquisition spend… AI Customer Service Lab — A Support Deflection Case StudyNewA case-study simulation of an AI support triage system: adjust the auto-resolution… AI Demand Forecasting Lab — An Inventory Stocking Case StudyNewA case-study simulation of retail demand forecasting: adjust the safety-stock buffer and see… Inside AI-Assisted Diabetic Retinopathy ScreeningNewAn interactive 3D fundus camera and retina model that shows how a CNN scans a retinal… AI Document Processing Lab — An Invoice Extraction Case StudyNewA case-study simulation of automated invoice data extraction: adjust the extraction… AI Drug Discovery Lab — A Candidate Screening Case StudyNewA case-study simulation of virtual drug candidate screening: adjust the… AI Energy Optimization Lab — A Data Center Cooling Case StudyNewA case-study simulation of AI-optimized data center cooling: adjust the control… AI Ethics Lab — Algorithmic Fairness & Threshold Trade-offsNewMove a classifier's decision threshold per group and watch demographic parity, equal… AI Food Quality Lab — A Production Line Inspection Case StudyNewA case-study simulation of AI-powered food quality inspection: adjust the defect-detection… AI Fraud Detection Lab — A Transaction Blocking Case StudyNewA case-study simulation of a real-time fraud detection system: adjust the block threshold… AI Triage Queue Lab — AI-Priority vs First-Come-First-ServedNewRun the same shift of patients through a first-come-first-served queue and an AI-priority… AI Image Recognition Lab — A Retail Shelf Audit Case StudyNewA case-study simulation of shelf-image recognition for retail auditing: adjust the… AI Inventory Management Lab — A Multi-Warehouse Reorder Case StudyNewA case-study simulation of automated inventory reordering across warehouses: adjust the… AI Legal Analysis Lab — A Contract Review Triage Case StudyNewA case-study simulation of AI-assisted contract review: adjust the risk-flag sensitivity and… AI Marketing Automation Lab — A Send-Frequency Case StudyNewA case-study simulation of automated email marketing frequency: adjust the send-frequency… Model Deployment Lab — Canary Rollout & Auto-RollbackNewRamp a challenger model from 5% to 100% of traffic, watch its live error rate against an… Model Interpretability Lab — Waterfall Feature ExplainerNewDrag four feature sliders for a single case and watch a SHAP-style waterfall chart show… Model Training Lab — Overfitting & Ridge Regularisation PlaygroundNewFit a polynomial of any degree to noisy data, watch training error keep falling while… AI Personalization Lab — A Recommendation Diversity Case StudyNewA case-study simulation of recommendation personalization: adjust the personalization… AI Predictive Maintenance Advanced Lab — A Remaining-Useful-Life Case StudyNewA case-study simulation of multi-sensor remaining-useful-life prediction for industrial… AI Predictive Retail Lab — A Store Restocking Case StudyNewA case-study simulation of AI-driven retail demand prediction: adjust the restock-trigger… AI Price Optimization Lab — A Dynamic Pricing Case StudyNewA case-study simulation of AI-driven dynamic pricing: adjust the price-elasticity… AI Quality Control Lab — A Production Line Defect Case StudyNewA case-study simulation of AI-assisted manufacturing quality control: adjust the defect-flag… AI Real Estate Valuation Lab — An Automated Appraisal Case StudyNewA case-study simulation of automated real estate valuation: adjust the auto-approval… AI Recommendation Engine Lab — A Cold-Start Coverage Case StudyNewA case-study simulation of a recommendation engine's cold-start policy: adjust the… AI Route Optimization Lab — A Delivery Fleet Case StudyNewA case-study simulation of AI-driven delivery route optimization: adjust the re-routing… AI Sentiment Analysis Lab — A Brand Monitoring Case StudyNewA case-study simulation of AI-driven social media sentiment monitoring: adjust the… AI Smart City Lab — A Traffic Signal Timing Case StudyNewA case-study simulation of AI-driven smart-city traffic signal control: adjust the… AI Speech Recognition Lab — A Call Center Transcription Case StudyNewA case-study simulation of AI-driven call center speech transcription: adjust the… AI Startup Runway Lab — Burn, Compute Cost & LTV:CACNewDrag MRR growth, churn, compute cost per customer and burn rate and watch runway, gross… AI Supply Chain Analytics Lab — A Multi-Tier Risk Case StudyNewA case-study simulation of AI-driven multi-tier supply chain risk analytics: adjust the… AI Supply Chain Lab — A Multi-Warehouse Allocation Case StudyNewA case-study simulation of AI-driven multi-warehouse stock allocation: adjust the… AI Ticket Routing and Sentiment AnalysisNewWatch AI intent classification and real-time sentiment analysis route support tickets to the… AI-Powered Diagnostics and Predictive Tools for BeekeepersNewWhat AI diagnostic assistants and predictive models can and cannot do for hive health, from… AI Scaling Trends Lab — Model Size vs Compute Cost vs PerformanceNewDrag model parameter count and training tokens and watch estimated training compute,… AI Video Analysis Lab — A Retail Security Footage Case StudyNewA case-study simulation of AI-driven video surveillance analysis: adjust the incident-flag… AI Voice Assistant Lab — A Voice Command Execution Case StudyNewA case-study simulation of a voice assistant's command-execution confidence: adjust the… Alternative Data Credit Scoring: How Machine Learning Expands Access to CreditNewFeed telecom, utility and transaction data into a gradient-boosted credit model and watch a… Detecting Faults in EV Charging Stations Before They HappenNewAn interactive 3D lab showing an EV charging station forecourt and a live isolation-forest… Apache Airflow and the DAG Model of Pipeline OrchestrationNewA 3D directed acyclic graph of an Airflow-style pipeline where tasks queue, run, retry and… Inside Apache Spark's Distributed Execution ModelNewA 3D driver/executor cluster that stages, shuffles and reduces data partitions on demand,… Complete Guide to API Development and IntegrationNewAn animated REST API pipeline: requests flow from client through an API gateway, an auth… Modelling API Rate Limiting: Token Buckets, Sliding Windows, and Request QueuesNewHow the token bucket, fixed window, and sliding window algorithms decide which API requests… Hyperparameter Optimization Surrogate ModelNewA 3D surrogate-model lab: watch a kernel-regression surface approximate a hidden… AI Beekeeping Sensor LabNewA 3D interactive lab showing how acoustic, temperature and weight sensors on a beehive feed… Autoencoder Reconstruction Error Anomaly Detection LabNewA 3D lab showing how an autoencoder learns a 'normal' data manifold and flags anomalies by… AutoML Explained: How Machines Tune Machine LearningNewHow automated machine learning (AutoML) searches for models, features and hyperparameters so… AutoML Lab — Grid vs Random vs Bayesian Hyperparameter SearchNewRace three hyperparameter search strategies against the same hidden performance surface and… Credit Scoring and Fraud Detection with Machine LearningNewA live 3D risk-scoring landscape where simulated transactions are scored, routed to approve… Batch Size HyperparametersNewA 3D loss-landscape simulator showing how batch size controls gradient noise, convergence… Bayes' Theorem and Medical TestingNewA 3D population of test-takers sorts itself live into true-positive, false-positive,… Bayesian Inference Lab — Watch a Posterior Update LiveNewFlip a biased coin and watch a Beta-Binomial posterior update in real time. Set your own… Bayesian Optimization for Hyperparameter TuningNewA 3D lab where a Gaussian-process surrogate model hunts for the best hyperparameters over an… Bee Colony Data Analytics LabNewA live 3D hive of agent bees driven by an SIR-style infection model, paired with floating… What a Machine Learning Project Really CostsNewAn interactive 3D cost-tower chart breaking down what a machine learning project really… Build vs Buy: A Decision Framework for Machine Learning ProjectsNewAn interactive 3D total-cost-of-ownership model comparing building a custom ML system versus… Causal Inference Lab — Confounding, Naive vs. Adjusted EffectsNewGenerate confounded data and compare the naive correlation against the causal effect… CDN & Cache Hit Rate — LRU vs LFU Eviction, Zipf PopularityNewA CDN routes requests to nearby edge caches instead of a distant origin server. Watch a… The Normal Distribution and the Central Limit TheoremNewA live 3D demonstration of the Central Limit Theorem: draw repeated samples from lopsided,… Matplotlib, Plotly, or Power BI?NewA 3D dashboard bench comparing Matplotlib, Plotly and Power BI as a live metric stream from… CI/CD for Machine Learning: GitHub Actions PipelineNewA 3D animated GitHub Actions-style pipeline: watch a commit flow through lint, automated… CI/CD Deployment Strategies: Blue-Green, Canary & RollingNewA live 3D traffic-routing model comparing blue-green, canary and rolling deployments: watch… CI/CD for Machine Learning PipelinesNewHow continuous integration and continuous delivery practices adapt to machine learning:… The Class-Imbalance Trap: Why Accuracy Lies in Rare-Disease Machine LearningNewWhy a model that is 95% accurate can still be clinically useless, and how F1-score,… Classifying Medical Transcriptions by Specialty with TF-IDF and Logistic RegressionNewA 3D TF-IDF document-vector space where clinical transcription notes cluster by medical… Complete Guide to Cloud Computing ArchitectureNewA 3D cloud region with a load balancer routing requests across auto-scaling server pools in… Clustering Algorithms Lab — K-Means vs. DBSCAN LiveNewStep k-means through assignment and update iterations, or switch to DBSCAN and watch… Segmenting an Online Course MarketNewA live 3D k-means clustering of synthetic online-course listings by price, duration, rating… How a CNN Learns to Spot a Tumour on a Brain MRI ScanNewWatch a convolutional neural network scan a synthetic brain MRI slice layer by layer, then… How Deep Learning Reads a Chest X-Ray for Signs of PneumoniaNewAn interactive 3D walkthrough of a CNN reading a chest X-ray for pneumonia: watch the image… Can a Neural Network Tell a Malignant Mole From a Benign One?NewWatch a convolutional neural network scan a mole image through its layers, output a… Simulation Comparisons — MySimulatorNewSide-by-side comparison pages explaining how similar-looking simulations actually differ,… Comparing Hyperparameter Optimization AlgorithmsNewCompare different hyperparameter optimization algorithms. Learn which algorithm to choose… Computer Vision Lab — Convolution Kernels on a Live ImageNewApply Sobel edge detection, blur, sharpen and emboss convolution kernels to a synthetic… Computer Vision for Bee Counting and Hive Activity MonitoringNewA 3D hive-entrance landing board with a camera tracking bees in and out, drawing live… Computer VisionNewA 3D pipeline showing how a convolutional neural network scans an image, builds a feature… Computer Vision for Queen Bee Detection: Models, Data, and DeploymentNewAn interactive 3D detector overlay on a simulated hive frame: watch a computer-vision model… Conditional Probability and Independence ExplainedNewA 3D scatter of sample-space outcomes inside two overlapping event regions: reshape P(A),… Containerization for Machine Learning WorkloadsNewAn interactive 3D view of a layered ML container image built once, cached, and replicated… Continual Learning Lab — Watch Catastrophic Forgetting HappenNewTrain a classifier on Task A, then Task B, and watch its Task-A accuracy collapse — then… Contribute — 3D Browser SimulationsNewHow to contribute a new simulation to 3D Browser Simulations — step-by-step guide, code… Convergence Analysis in Hyperparameter OptimizationNewWatch an optimizer descend a 3D non-convex loss landscape and see how learning rate,… How Convolution Lets a Neural Network SeeNewA sliding 3x3 kernel scans a pixel-height image grid in real time, computing a dot product… Cross-Validation Lab — Why One Train/Test Split Lies to YouNewRun k-fold cross-validation on a polynomial regression and compare it against a single… Custom Hyperparameter Optimization ImplementationNewWatch custom search algorithms hunt for the minimum of a 3D hyperparameter loss surface —… Data Augmentation Lab — Turn 12 Points Into a Model That GeneralizesNewTrain a classifier on a tiny dataset with and without jittered, rotated augmented copies,… Data Drift vs Concept Drift: How Production ML Models Quietly Stop WorkingNewA 3D tunnel through time since model deployment: watch a frozen decision boundary drift out… The Call-Duration Trap: How Data Leakage Skews Bank Marketing Prediction ModelsNewAn interactive 3D lab where a simulated bank telemarketing call reveals how including call… Data Preprocessing HyperparametersNewWatch a raw 3D point cloud of feature data reshape live as you switch between min-max,… Building the Data Foundation for Machine Learning: A Data Quality Score FrameworkNewA 3D data-quality pipeline: raw records flow through five quality gates — completeness,… Regression Fit & Overfitting ExplorerNewFit a polynomial surface to noisy 3D scatter data and watch it swing from underfit to… Data Science vs. Machine Learning Lab — Same Data, Two QuestionsNewFeed the same dataset into a descriptive-statistics panel and a predictive-model panel side… Data Validation in ETL PipelinesNewWatch sensor records flow through an IQR-based validation gate: tune the outlier fence,… Database Design Lab: Normalization, Indexing & JoinsNewA 3D relational database you can restructure live: split or merge tables to see… DBSCAN: Finding Clusters of Any Shape by Density, Not DistanceNewHow DBSCAN groups points by local density instead of distance to a centroid, why it can find… Decision Trees and Random ForestsNewHow decision trees learn a sequence of if-else rules from data, why a single tree tends to… Deep Learning FundamentalsNewAn interactive 3D neural network where you can change the hidden-layer width, the activation… Demand Forecasting and Safety StockNewA live 3D inventory silo fed by a scrolling demand forecast: tune forecast error, lead time… Deploying Machine Learning Models to the CloudNewAn interactive 3D cluster of model-serving pods behind a load balancer — watch autoscaling,… Deployment HyperparametersNewA 3D model-serving cluster where replica count, batching, autoscaling and canary traffic… Designing Hyperparameter Search SpacesNewA 3D validation-score landscape you can search with grid, log-uniform or naive linear… Complete Guide to DevOps and CI/CDNewAn interactive 3D CI/CD pipeline: commits flow through build, test and deploy stages across… Dimensionality Reduction Lab — PCA's Principal Axes, LiveNewStretch and correlate a 2D point cloud and watch PCA's principal component axes rotate to… Distributed Consensus: The Raft Algorithm — Leader Election & Log ReplicationNewFive nodes race randomized election timeouts to become Leader, replicate a log by majority… How a Large Online Retailer Built a Recommendation EngineNewA detailed case study of how a major e-commerce marketplace used collaborative filtering,… Edge AI Lab — Quantization and Pruning Trade-offs, LiveNewDrag quantization bit-depth and pruning percentage and watch model size, inference latency… Editorial Policy — 3D Browser SimulationsNewHow content on MySimulator.uk is created, how AI is used in the process, how facts are… Ensemble Methods Lab — Weak Learners, Strong CommitteeNewWatch a handful of simple decision stumps, each barely better than a coin flip, combine… Error Handling and Debugging in Hyperparameter OptimizationNewWatch an optimizer traverse a 3D loss landscape and trigger, diagnose, and fix real… Evaluating Hyperparameter Tuning Results: Metrics and ValidationNewExplore a live 3D validation-loss landscape that shows how learning rate and regularization… Evaluation Metrics HyperparametersNewA 3D confusion-matrix scatter and live ROC / precision-recall curve that respond as you drag… Evolutionary Algorithms for Hyperparameter OptimizationNewWatch a population of candidate hyperparameter configurations evolve across a 3D loss… Explainable AI Lab — A LIME-Style Local Surrogate, LiveNewClick any point inside a nonlinear model's decision region and watch a simple local… The Memoryless PropertyNewAn explanation of the exponential distribution's defining property — memorylessness — and… Feature Engineering and Data PreprocessingNewA 3D scatter of a non-linearly-separable dataset that you reshape live with scaling, outlier… Feature Engineering Lab — Turn an Unsolvable Problem SolvableNewWatch a linear classifier fail completely on an XOR-style dataset, then add one engineered… Feature Selection Lab — When More Features Make a Model WorseNewBury a few real signal features among dozens of pure noise features and watch a model's… Feature Stores: Scaling ML Past a Handful of ModelsNewA 3D hub-and-spoke visualization comparing ad-hoc per-model feature pipelines against a… Few-Shot Learning Lab — Classify From Just a Few ExamplesNewGive each class only a handful of labelled embedding points, compute their prototype, and… Finite-State Machines: How Games Simulate an Opponent's DecisionsNewAn interactive 3D enemy AI agent visibly cycling through patrol, chase, attack and search… Friendship Paradox & Network SuperspreadersNewA 3D contact network where a handful of high-degree hub nodes disproportionately drive an… Future of AI Business Lab — Model an Adoption Curve, LiveNewDrag innovation and imitation coefficients on a Bass diffusion model and watch a business… Gradient-Based Methods for Hyperparameter OptimizationNewA 3D validation-loss surface over two hyperparameters where a marker rolls downhill by… Gradient-Based Optimization Mathematics for HyperparametersNewLearn about gradient-based optimization mathematics for hyperparameters. Understand… Gradient Descent and Backpropagation Training LabNewAn interactive 3D loss landscape where a marker descends toward a minimum, letting you… Gradient Descent Lab — Watch a Ball Roll Down a Loss SurfaceNewDrop a marker onto a bumpy loss surface and watch gradient descent walk downhill step by… Grid Search Explained: Exhaustive Hyperparameter TuningNewWatch grid search exhaustively sweep every hyperparameter combination on a 3D… Modelling a Beehive: Agent-Based Simulation EngineNewA 3D look inside the computational engine behind beehive simulations: thousands of instanced… How CNNs Learn to Classify White Blood Cells Under the MicroscopeNewWatch a stained blood cell pass through a convolutional neural network's layers as feature… How Computer Vision Learns to Recognise Road SignsNewA 3D walkthrough of how a lightweight CNN such as MobileNetV2 classifies a UK road sign in… How Hyperparameters Affect Model Performance: Impact AnalysisNewAn interactive 3D loss-landscape where you tune learning rate, momentum, batch size and… Hybrid Algorithms for Hyperparameter OptimizationNewA 3D loss-landscape simulation where search agents explore randomly, then switch to local… Hyperparameter Constraints and Relationships: Complete GuideNewUnderstand hyperparameter constraints and relationships. Learn how to handle dependencies… Hyperparameter Optimization Algorithms: Complete OverviewNewLearn about hyperparameter optimization algorithms. Explore grid search, random search,… Hyperparameter Optimization Code Best PracticesNewLearn best practices for implementing hyperparameter optimization code. Code organization,… Hyperparameter Sensitivity Analysis: Identifying Critical ParametersNewLearn about hyperparameter sensitivity analysis. Understand which hyperparameters are most… Hyperparameter Tuning: Core ConceptsNewWatch grid vs. random search explore a 3D loss landscape, then see how a noisy validation… Hyperparameter Tuning Lab — Why Random Search Beats Grid SearchNewWhen only one hyperparameter actually matters, grid search wastes trials on redundant values… Hyperparameter Tuning WorkflowsNewWatch grid search, random search and Bayesian optimization hunt for the minimum across a 3D… Hyperparameter Types and Categories: Complete Classification GuideNewWatch a ball descend a 3D loss landscape while you tune learning rate, momentum, batch noise… How to Find the Right Machine Learning Problem: The PIERS FrameworkNewA structured method for identifying which business problems are genuinely suited to machine… Imbalanced Data Lab — Why 99% Accuracy Can Mean 0% RecallNewSkew a dataset toward one class and watch a classifier's accuracy stay high while it… Hyperparameter Optimization LandscapeNewA 3D loss-surface explorer comparing Grid Search, Random Search and Bayesian Optimization as… Information Theory in Hyperparameter OptimizationNewExplore information theory in hyperparameter optimization. Learn about entropy, mutual… Complete Guide to Machine LearningNewTrain a live classifier in 3D: watch a decision-boundary surface warp via gradient descent… Detecting Anomalies in Conflict-Event Time Series with Isolation ForestNewAn interactive 3D Isolation Forest anomaly detector running on a synthetic conflict-event… K-Means Clustering: Finding Groups in Data Without LabelsNewWatch centroids hunt for natural groupings inside a 3D cloud of unlabeled data points,… Knowledge Graph — 711 Simulations × 80 CategoriesNewExplore all 711 simulations as an interactive force-directed graph. Click any category or… Kolmogorov Complexity: The Shortest DescriptionNewCompress a bit-string live with a real LZ77-style algorithm and use the compressed length as… Lag Features, Rolling Windows & Cyclical EncodingNewA 3D lab that turns a raw time-series signal into lag features, rolling-window statistics,… Learning Rate HyperparametersNewWatch a gradient-descent 'ball' roll across a 3D loss surface and see how learning rate,… Learning Rate Scheduling Strategies ExplainedNewWatch a ball descend a rugged 3D loss surface under different learning-rate schedules — step… LLM Integration Lab — Watch a RAG Pipeline Retrieve, LiveNewType a query, watch it get embedded and compared against a small document corpus, and see… Loss Function Hyperparameters GuideNewWatch a marble descend a live 3D loss-landscape while you switch between MSE, MAE and Huber… LSTM Airline Passenger Forecasting LabNewAn interactive 3D visualization of an LSTM reading a monthly airline-passenger time series:… Inside an LSTM CellNewA 3D walkthrough of an LSTM cell's memory highway, showing how the forget, input and output… How Machine Learning Forecasts Electric Vehicle Charging DemandNewAn interactive 3D depot of EV chargers next to a live 24-hour load chart, showing how… The Machine Learning Readiness AuditNewAn interactive 3D scoring tower: set five 0-20 point pillars — data, infrastructure, team,… How Machine Learning Predicts Stroke RiskNewA 3D risk-landscape built from a simplified gradient-boosted model, showing how age,… Manufacturing Maintenance Lab — A Production Line Downtime Case StudyNewA case-study simulation of AI-driven manufacturing line maintenance scheduling: adjust the… Mathematical Foundations of Hyperparameter OptimizationNewExplore a 3D loss landscape and watch grid search, random search and gradient descent hunt… Medical AI Diagnosis SimulatorNewWatch a layered neural network light up layer by layer as it reads a scan image and produces… Meta-Learning Lab — A Starting Point Trained to Adapt FastNewCompare a randomly initialized model against a meta-trained starting point adapting to a… Experiment Tracking with MLflowNewLog hyperparameter sweeps as 3D runs on an MLflow-style tracking grid and compare it against… MLOps Fundamentals: Running ML in ProductionNewAn interactive 3D MLOps pipeline: watch data flow through training, a model registry and a… MLOps Lab — Watch Model Drift Get Caught (or Not)NewRun a deployed model through months of drifting real-world data and watch its accuracy… Model Compression Lab — Shrink a Network Without Wrecking ItNewApply pruning and quantization to a neural network and watch model size and accuracy trade… Model Compression Techniques ExplainedNewA 3D neural network you can prune, quantize and distil in real time — watch weak connections… Model Evaluation and ValidationNewFit a polynomial model to noisy data on a live 3D scatter plot, spin the k-fold… Model Monitoring in Production ExplainedNewWatch live traffic drift away from a model's training distribution, trip an alert threshold,… Model Monitoring Lab — Catch Silent Failures Before Users DoNewWatch a live dashboard of prediction confidence, input distribution shift, and error rate —… Model Selection HyperparametersNewLearn about model selection hyperparameters in machine learning. Understanding… Model Serving Architectures for Production MLNewA 3D inference cluster where requests flow through a load balancer to model replicas,… Model Versioning and Registry Best PracticesNewAn interactive 3D model registry: a branching lineage graph of model versions you filter by… Multi-Task Learning Lab — When Sharing Helps and When It HurtsNewTrain one shared model on two related tasks at once and watch a task-similarity slider… Mutual Information: Shared Information Between VariablesNewEdit a joint probability table live and watch H(X), H(Y), joint entropy H(X,Y) and mutual… Natural Language ProcessingNewExplore a live 3D word-embedding space: watch how tokenization turns words into vectors, how… Network Topology Generator — Random Graphs & Small WorldsNewGenerate real Erdős-Rényi, Watts-Strogatz and Barabási-Albert graphs, watch a live… Neural Architecture Search Lab — Watch Search Beat GuessingNewWatch an evolutionary search explore a space of small network architectures, keeping and… Neural Network Architecture HyperparametersNewLearn about neural network architecture hyperparameters. Understanding layer sizes,… Neural Network ArchitecturesNewA guided overview of neural network architectures, from feedforward networks to CNNs, RNNs… Inside a Neural Network: Forward PassNewA step-by-step walkthrough of the forward pass, the sequence of weighted sums and activation… Neural Network Hyperparameter Optimization ImplementationNewA 3D loss-landscape simulation showing how learning rate, momentum and optimizer choice… Neural Network Pruning ExplainedNewAn interactive 3D neural network you prune live — strip low-magnitude weights or whole… Neural Network Quantization ExplainedNewA 3D weight-matrix that snaps from 32-bit floats down to low-bit integers live, showing the… NLP for Business Lab — Text Classification Confidence ExplorerNewAn interactive simulation of NLP-powered business text classification: adjust the confidence… Object Pooling vs. Instantiate/DestroyNewA split-screen 3D comparison of naive instantiate/destroy spawning against object pooling,… Optimization Tools and Frameworks for MLNewWatch Grid Search, Random Search, Bayesian (TPE) and Ray Tune-style ASHA search a 3D… Optimizer Hyperparameters LabNewWatch SGD, Momentum, RMSProp and Adam race down a live 3D loss surface as you tune learning… Optuna Bayesian Hyperparameter Search LabNewWatch a Tree-structured Parzen Estimator explore a 3D loss landscape, comparing TPE Bayesian… Packaging Machine Learning Models with FastAPI and Docker for ProductionNewAn interactive 3D deployment pipeline: requests flow from a client through FastAPI request… Parallel and Distributed Hyperparameter OptimizationNewWatch a fleet of parallel worker machines search a 3D loss landscape for the best… PCA and Dimensionality Reduction: Finding the Directions That MatterNewA live 3D PCA lab: watch Three.js compute the principal axes of a correlated data cloud in… PCA vs t-SNE: Two Views of the Same Customer SegmentsNewMorph a 3D cloud of K-means customer segments between its PCA rotation and a t-SNE-style… Building a Multi-Panel Analytics DashboardNewA 3D coordinated dashboard of ranked bars, a cost/revenue bubble scatter, and a… Beyond a Single CNN: Ensembling, Uncertainty and Threshold TuningNewHow weighted-averaging four pretrained CNNs, Monte Carlo Dropout uncertainty estimates and… The Poisson Distribution for Counting Rare EventsNewWatch random rare events arrive over time and pile up into a live 3D histogram that… What Machine Learning Reveals About Online Course Pricing and PopularityNewA 3D regression surface built from a national online-education marketplace, showing how… Predictive Maintenance Lab — A Single-Sensor Anomaly Case StudyNewA case-study simulation of single-sensor predictive maintenance: adjust the… Prioritising Machine Learning Projects: RICE Scoring and the Value-Effort MatrixNewScore candidate machine learning projects with the RICE framework and see them plotted live… Probability Theory in Hyperparameter OptimizationNewA live Gaussian-process surrogate model over a 2D hyperparameter landscape, showing how… Q-Learning in a Grid World: How an Agent Learns a PolicyNewA concrete walkthrough of how a reinforcement learning agent uses trial, error and the… Quantum Machine Learning Lab — Parameterized Circuit ExplorerNewAn interactive simulation of a parameterized quantum circuit for classification: adjust the… Building a Retrieval-Augmented Generation Assistant for EV Charging SupportNewHow Retrieval-Augmented Generation (RAG) combines a knowledge base with a large language… Random Search Explained: Hyperparameter TuningNewWhy randomly sampling hyperparameters often beats exhaustive grid search, and how to design… Random Search vs Bayesian Optimisation: Tuning XGBoost on a Bank Marketing DatasetNewWatch two 3D hyperparameter-search landscapes fill with trial points side by side: uniform… Ray Tune Implementation: Distributed Hyperparameter OptimizationNewWatch a Ray Tune-style cluster fire parallel trials across a 3D loss landscape, pruning weak… Real-Time Fraud Detection Scoring LabNewA live 3D feature-space visualization of a gradient-boosted fraud model scoring transactions… Regularization HyperparametersNewAn interactive 3D loss-landscape and dropout-network simulation showing how L1, L2 and… Reinforcement Learning for Business Lab — Watch a Policy Learn to PriceNewWatch a simple reinforcement learning agent learn a dynamic pricing policy through trial and… Q-Learning Grid World AgentNewWatch a Q-learning agent explore a 3D grid world, updating its value function and policy… Reproducible Research Workflows for Apiary Data ScienceNewA 3D pipeline of apiary research data — from raw hive sensor logs through version-controlled… RFM Segmentation and Churn PredictionNewA 3D recency-frequency-monetary cube where each customer is a point clustered into a… ROC Curves vs Precision-Recall Curves: Choosing the Right ThresholdNewA 3D lab where two overlapping score distributions get sliced by a moving decision… Sales Forecasting with Machine Learning: Win-Probability Models and Deal ScoringNewWatch deals flow through a live 3D pipeline, colored by a machine-learned win-probability… SARIMA and Prophet: Two Ways to Model SeasonalityNewA 3D forecasting lab comparing how SARIMA and Prophet extend a seasonal time series into the… Scikit-Learn Hyperparameter Optimization ImplementationNewWatch GridSearchCV and RandomizedSearchCV probe a live 3D validation-score surface, sampling… Self-Supervised Learning Lab — Labels Made From the Data ItselfNewWatch a model learn useful structure from unlabelled points using a self-generated pretext… Setting Initial Hyperparameter ValuesNewWatch how different weight-initialization strategies place a model on a 3D loss landscape,… Shannon Entropy: Measuring InformationNewDrag symbol probabilities and watch the Shannon entropy H = -Σ p·log2(p) update live, then… Why Doctors Won't Trust a Black Box: SHAP and Explainable AI in HealthcareNewAn explanation of how SHAP values turn opaque model scores into feature-by-feature reasoning… Why Big Starting Weights Can Stall a Neural Network Before It Learns AnythingNewA close look at sigmoid saturation and the vanishing-gradient problem it triggers, using a… Silhouette Score and the Elbow MethodNewK-means needs a number of clusters before it can run. A practical walkthrough of the elbow… Smart Retail Lab — A Checkout-Free Store Case StudyNewA case-study simulation of a checkout-free smart retail store: adjust the item-recognition… Snowflake and the Separation of Storage from ComputeNewA 3D shared storage layer of micro-partitions with independently scalable virtual warehouses… Software Testing PyramidNewA live 3D test pyramid: unit, integration and end-to-end layers built from instanced… SQL vs NoSQL Under the HoodNewSwitch between PostgreSQL, MongoDB and Redis to watch how each engine actually stores and… State-Space Control & LQRNewInteractive state-space control simulator: simulate ẋ=Ax+Bu, tune full-state feedback u=-Kx… Statistical Learning Theory for Hyperparameter OptimizationNewLearn about statistical learning theory in hyperparameter optimization. Understand… Supervised Learning AlgorithmsNewA practical tour of supervised learning algorithms, from linear regression to ensemble… Swarm-Based Urban Traffic ControlNewDecentralised swarm-intelligence algorithms let city intersections negotiate adaptive signal… TCP/IP Handshake & Congestion Control — Slow Start, AIMDNewWatch the real TCP three-way handshake (SYN → SYN-ACK → ACK) with genuine sequence numbers,… Bag of Words vs TF-IDF: How Machines Turn Sentences into NumbersNewAn interactive 3D bar-chart lab comparing raw Bag-of-Words counts against TF-IDF weighted… Time Series Anomaly Detection Lab — Catch the Spike That MattersNewTune a rolling-statistics anomaly detector against a seasonal time series and see how… Time Series Forecasting Lab — Naive, Moving Average, or Exponential SmoothingNewCompare three classic forecasting methods against seasonal, trending data and see which one… Transfer Learning Lab — Starting From Someone Else's TrainingNewCompare a model fine-tuned from a pretrained starting point against one trained from scratch… t-SNE Explained: How Perplexity Shapes the Clusters You SeeNewA hands-on look at how t-SNE turns high-dimensional customer or gene-expression data into 2D… UK Traffic Sign Recognition: CNN vs MobileNetV2NewWatch a UK road sign pass through a convolutional network's conv/pool layers versus… Unsupervised Learning and ClusteringNewWatch a live k-means algorithm assign unlabelled 3D data points to clusters, flag… Word Embeddings and the Semantic Vector SpaceNewExplore a 3D semantic vector space where words become points, similar meanings cluster… XGBoost vs LightGBM: Leaf-Wise Growth and the Speed Trade-offNewWatch two gradient-boosted decision trees grow side by side — XGBoost's balanced level-wise… Explore Algorithms and Data StructuresNewThis simulation allows you to visualize and interact with fundamental algorithms like… Explore Artificial Creativity: A SimulationNewThis simulation allows you to experiment with generative art algorithms, exploring how AI… Inside the Numbers: How Data Science Reveals the Health of a Bee ColonyNewExplore how data science techniques can be used to monitor and understand the health of a… Bayesian Networks — Live DAG Inference & MCMCNewInteractive Bayesian network in 3D: click nodes to set evidence and watch exact enumeration… AI Bias & Fairness SimulatorNewWatch how imbalanced training data skews an AI classifier decision boundary against a… AI Communication: Understanding the ChannelsNewInteractive 3D neural dialogue pipeline: watch tokens flow from input through tokenization,… AI Ethics Simulator: Fairness, Privacy & Transparency in Neural DecisionsNewWatch a neural network classify two demographic groups in real time. Tune fairness… AI Ethics & AccountabilityNewWatch decisions flow through a layered AI decision network and see how autonomy, decision… AI Interpretability Lab: Feature Attribution, Saliency & Attention ExplorerNewExplore how a small neural network explains its own decisions — switch between global… AI & Machine Learning SimulatorNewWatch a small neural network learn live: real backpropagation and gradient descent update… AI Regulation Risk Classifier: EU AI Act Tier SimulatorNewFeed AI use-cases through a live regulatory risk classifier. Tune autonomy, data sensitivity… AI Safety: Reward Hacking & Oversight SandboxNewWatch a simulated AI agent climb a reward landscape between a wide, honest goal and a sharp,… AI Security SimulatorNewLaunch adversarial (FGSM), data-poisoning and model-extraction attacks against a neural… AI Ticket Routing and Sentiment Analysis: How Machine Learning Cuts Customer Support CostsNewA live classifier hub routes incoming support tickets: a confidence gate decides automation… AI Hive Diagnostics: Acoustic & Computer-Vision Health MonitorNewTune colony activity, varroa mite load, honey-weight trend and ambient temperature on a live… AGI Capability & Containment SimulatorNewScale a simulated AI system's training compute and watch its capability grow toward and… Program Synthesis Beam SearchNewWatch a DSL grammar's search tree expand and prune: a verifier scores each candidate program… Long-Context Retrieval SimulatorNewWatch chunked documents live in embedding space, queries pull the top-K nearest chunks by… Multi-Agent LLM Coordination SimulatorNewWatch LLM-powered agents coordinate under hierarchical, mesh and consensus topologies:… Dataset Label Quality SimulatorNewWatch simulated raters label a 3D dataset cloud: tune rater count, noise and gold-question… Agent Tool-Use Evaluation HarnessNewWatch simulated evaluation trials accumulate evidence toward a pass/fail threshold: inject… Retrieval Evaluation and Reranking LabNewWatch a retrieval pipeline in 3D: an embedding candidate pool gets narrowed by first-stage… Tool-Using Agent Loop SimulatorNewWatch an LLM agent plan, call tools through typed schemas, observe results and update a… Evaluating Reasoning in LLMs: Benchmark & Chain-of-Thought Verification LabNewWatch an LLM benchmark grid get scored live: tune task difficulty, chain-of-thought length,… Agentic Workflow SimulatorNewWatch a Planner-Executor-Critic loop route task tokens through tools, retry on rejection,… Agent Memory: Retrieval & ConsolidationNewWatch episodic memories decay, get pulled by hybrid retrieval, consolidate into semantic… Evaluation Harness Pipeline SimulatorNewTasks flow from a generator through parallel agent workers to hidden-test oracles: tune… Long-Context Chunking & Retrieval SimulatorNewSplit a long document into overlapping chunks, fire a retrieval query and watch top-K… Guardrails and Safety Monitors SimulatorNewWatch AI requests stream through layered guardrails — allow/deny lists, content filters, PII… Transformer Self-Attention ExplorerNewWatch self-attention weights emerge between tokens across stacked encoder layers and heads:… Neural Network Architectures: From Perceptrons to TransformersNewSwitch between Perceptron, MLP, CNN and Transformer architectures and watch a forward pass… Medical Diagnosis Neural NetworkNewA 3D layered neural network turns patient signals — age risk, biomarker level and symptom… AI in Finance: Algorithmic Trading Strategy SimulatorNewWatch an AI trading agent apply a moving-average crossover strategy to a simulated price… Reinforcement Learning: Q-Learning GridworldNewWatch a reinforcement-learning agent explore a gridworld and learn a policy via Q-learning:… Federated Learning: Distributed Training Without Sharing DataNewWatch client devices train a shared model locally and send only weight updates to a central… AI Security: Adversarial Attacks on a Classifier Decision BoundaryNewWatch a classifier's decision boundary in embedding space, then push a point across it with… NLP Pipeline Simulator: Tokens, Transformers & Task HeadsNewFeed a sentence through a toy NLP pipeline — tokenization, embeddings, a stack of… Generative Adversarial Networks (GAN) SimulatorNewWatch a generator learn to fool a discriminator: latent noise points converge onto a… AutoML & Neural Architecture Search SimulatorNewWatch an evolutionary search explore a neural-architecture fitness landscape — tune… AI Discovery Engine: Active-Learning Molecule & Materials ScreeningNewWatch an AI surrogate model screen candidate molecules and materials on a hidden stability… Neuro-Symbolic AI: Knowledge Graph ReasonerNewWatch a neural embedding space and a symbolic knowledge graph reason together: cosine… Conversational AI: Chatbot Dialog Manager & RAG SimulatorNewInteractive 3D simulation of a chatbot's architecture: a dialog manager holding the… Recommendation Systems: Collaborative Filtering, Content-Based & Two-Tower RetrievalNewExplore a 3D embedding space where users and items live as vectors: switch between… Autonomous Driving: Sensor Fusion & SAE Autopilot LevelsNewDrive a self-driving car through live traffic and watch camera, LiDAR and radar sensor… AI in Energy: Smart Grid DispatchNew3D smart-grid simulation: an AI dispatcher reallocates power in real time between solar,… Minimax & Alpha-Beta Pruning Game AI SimulatorNewWatch a Minimax game tree get searched move by move: alpha-beta pruning cuts off branches… Personal AI Assistants: On-Device vs Cloud LLM Inference SimulatorNewWatch tokens flow through an on-device LLM (Phi-3, Gemma, Llama 3) versus a cloud round… Reasoning & Planning Tree: Chain-of-Thought, Tree-of-Thought & ReActNewWatch an LLM reasoning tree grow in 3D: compare Chain-of-Thought (single greedy path),… AI Fraud Detection: Graph Neural Network Risk Scoring SimulatorNewWatch a graph neural network trace suspicious money flows across a transaction network:… AI Content Diffusion GeneratorNewWatch a cloud of noise particles denoise step by step into a coherent generated shape: tune… Speech Recognition & Synthesis Pipeline SimulatorNewWatch raw audio become a mel spectrogram, flow through transformer encoder layers, and… RAG at Scale: Vector Search & Hybrid Retrieval SimulatorNewIndex thousands of chunk embeddings in a live 3D vector space, tune chunk size and top-K,… AI in Legal & Compliance: Contract Risk ScannerNewWatch an AI scan legal contract clauses in real time: adjust the compliance risk threshold… AI Drug Design: Molecular Generation, Docking & ADMET PipelineNewWatch a REINVENT-style generative RL model evolve candidate ligand molecules against a… Intelligent Document Processing (IDP) SimulatorNewOCR-detected text regions get classified into structured fields by a layout-aware model:… Vision-Language Models: Image-Text Attention & GroundingNewWatch a vision-language model attend across image patches to answer visual questions or… Agentic Workflow & Tool-Use Pipeline SimulatorNewWatch tasks flow through a planner, tool selector, tool execution and a safety checkpoint.… Video Diffusion Filmstrip: Sora-style DiT Denoising & Temporal CoherenceNewA six-frame video-diffusion filmstrip denoises from pure noise the way Sora's Diffusion… AI Discovery of Materials: GNN Crystal Stability ExplorerNewExplore how graph neural networks screen candidate crystal structures for stability. Pick a… AI Agent Systems: Multi-Agent Orchestration & Tool CallingNewWatch an orchestrator dispatch tasks to LLM agents that reason (ReAct), call MCP tools, and… Continual Learning Lab: Catastrophic Forgetting, EWC & ReplayNewTrain a toy neural network on a sequence of overlapping tasks and watch its weights shift on… Digital Twin Sync SimulatorNewWatch a physical robotic arm and its AI-driven digital twin stay in sync across network… Adaptive Learning Engine: Knowledge Graph Mastery SimulatorNewWatch an AI tutoring engine navigate a prerequisite knowledge graph, picking each learner's… Sovereign AI Compute Race SimulatorNewWatch national AI compute stockpiles grow, diffuse and race toward a frontier-capability… Multilingual & Cross-Lingual Models: A Shared Embedding SpaceNewWatch word embeddings from several languages sit in one shared vector space. Tune… AI Social Network Analyzer: Graph Sentiment & Virality Prediction SimulatorNewWatch a graph neural network propagate sentiment across a simulated social network, trigger… AI & IoT: Edge Intelligence Latency vs. Accuracy SimulatorNewWatch IoT edge devices decide whether to run a compressed model locally or offload inference… Frontier Models & Scaling Laws: Chinchilla Compute-Optimal ExplorerNewExplore the Chinchilla scaling law in 3D: watch loss L(N,D) form a surface over model size… AI Transparency Simulator: Model Cards, Audit Trails & Trust ScoreNewReveal a neural network's decision pipeline layer by layer. Switch between black-box,… LLM Alignment Methods: SFT vs RLHF vs DPO vs ORPO vs RLAIFNewTrain a policy point live on a 3D reward landscape under five real alignment objectives —… AGI Cognitive Network: From Narrow AI to SuperintelligenceNewActivate six cognitive domains — language, vision, reasoning, creativity, emotion, social —… Artificial General Intelligence (AGI): Domain Integration SimulatorNewWatch specialized AI modules — vision, language, motor control, memory, reasoning, social… AI Swarm Watch: Sensor Anomaly Detection in a Smart BeehiveNewAn interactive 3D smart-hive monitor: pick a colony scenario, tune detection sensitivity,… Artificial Intelligence Network SimulatorNewWatch a feedforward neural network process information layer by layer — configure depth,… Artificial Intelligence Explained: Neural Network Learning SimulatorNewWatch a small feedforward neural network learn in real time. Switch between supervised,… Artificial Superintelligence: Recursive Self-Improvement SimulatorNewModel an AI's recursive self-improvement as a logistic growth process: tune the… AI in the Legal System: Predictive Justice & Bias SimulatorNewWatch an AI recidivism-risk model score simulated legal cases in real time. Feed it two case…