🧠 Uczenie Maszynowe

K-Means Clustering (2D)New📱Cluster random 2D data points with the real K-means algorithm: pick the number of clusters… PCA Visualiser (2D)New📱Click to plot 2D data points or generate a random correlated cloud, and watch the real… Perceptron 2D — Decision Boundary Trainer (2D)New📱Click to place points of two linearly separable classes and train a perceptron live: the… k-NN Classifier (2D)New📱A 2D scatter-plot companion to the 3D k-nearest-neighbours simulation: click to label… Random Forest Classifier (2D)New📱Train an ensemble of bootstrap-sampled decision trees on 2D labeled points and watch their… K-Means Clustering (2D) — Lloyd's AlgorithmNew📱A 2D canvas simulation showing k-means clustering: points are assigned to the nearest… Backpropagation — Watch Gradients Flow Through an MLP (2D)New📱Canvas2D backpropagation lab: watch deltas pulse backward through a small MLP as gradients… Federated Learning: Train Without Sharing Data (2D)New📱A flat client-ring view of federated learning rounds where you control client count, dropout… Transfer Learning Lab: Freeze, Fine-Tune & LoRA (2D)New📱Flat 2D schematic-network companion to the 3D lab: pick full fine-tuning with an adjustable… YOLO Object Detection: Confidence Threshold & NMS (2D)New📱Drag a confidence-threshold slider and an IoU non-max-suppression slider and watch a field… Batch Normalization: Layer-by-Layer Activation Statistics (2D)New📱2D batch-normalization lab: a real 5-layer network forward-passes fresh mini-batches every… Supervised, Unsupervised and Reinforcement Learning Compared (2D)New📱2D side-by-side lab where a hill-climbed decision boundary, Lloyd's k-means clustering and a… Keras Layer Stack to TensorFlow Serving Graph (2D)New📱2D companion lab: build a Keras-style layer stack, train it, then watch it export into a… Advanced Data Protection Simulator (3D)NewA real 3D WebGL companion to the Advanced Data Protection simulator: a tetrahedral… Advanced Machine Learning Ethics Simulation (3D)New📱A genuine 3D fairness simulation: two demographic groups are scored by a live logistic… Neural Network Simulator (3D)NewFull 3D companion to the 2D XOR neural-network simulator: identical sigmoid feedforward and… 3D Random Forest VisualizationNew📱Orbit a real Three.js forest of decision-stump trees running the exact same predict() logic… Layer Normalization: Per-Sample Feature ScalingNew📱A 2D-canvas companion to the 3D layer-normalization sim, with a toggle that flips the… Bidirectional RNN: Forward-Backward Context Fusion (2D)New📱A 2D-canvas companion to the 3D bidirectional-RNN sim: a forward and a backward recurrent… Classification Algorithms Playground (2D)NewClick to plant your own labelled points on a 2D canvas and watch k-Nearest Neighbours and… Vanishing Gradients vs. Residual Connections (2D)New📱A 2D companion to the 3D ResNet residual-connections lab that runs real backpropagation… Decision Tree Trainer (2D)New📱The 2D companion to Decision Tree Live: click to place your own labelled points and watch a… 2D Self-Organising MapNew📱A real Kohonen self-organising map trained directly on 2D data: a grid of neurons starts… Grid vs Random vs Bayesian Search (2D)New📱Interactive 2D hyperparameter search: grid search, random search and a simplified Bayesian… Federated Learning Communication Efficiency Simulator (2D)New📱Watch 10 federated-learning clients compress their model updates with top-K sparsification… K-Nearest Neighbors Regression (2D): Predicting by Local AveragingNew📱Interactive 2D k-nearest neighbors regression: drag a query point across a flat feature… Target Encoding Leakage Lab: Naive vs K-Fold (2D)New📱Watch naive target encoding bake a row's own label into its own feature — inflating training… Multiclass Classification: One-vs-Rest vs One-vs-One Simulator (2D)New📱Train real logistic-regression classifiers live and compare how One-vs-Rest (one classifier… Layer Transferability Explorer (2D)New📱Pick the split layer between a frozen pretrained backbone and a freshly trained head in a… Graph Attention Networks 2D: Attention Coefficient VisualizerNew📱Interactive 2D visualizer for Graph Attention Networks: pick a query node and watch its real… Momentum Contrast (MoCo) in 2D: The Negative-Pair QueueNew📱Interactive 2D contrastive-learning simulator: train a query encoder against a… Vanishing Gradients in RNN Backpropagation 2DNew📱A pannable, zoomable 2D bar chart of a real scalar RNN's backpropagation-through-time pass:… Masked Language Modeling: How BERT Predicts Missing Words (2D)New📱Mask a word in a sentence and watch its bidirectional context average into a vector in a… Byzantine-Robust Federated Aggregation (2D)New📱Watch malicious clients poison federated-learning updates on a 2D parameter plane, then… EWMA Outbreak Surveillance in 2DNew📱Interactive 2D public-health surveillance simulator: a grid of 12 regions reports daily case… The Kernel Trick (2D): Lifting Data Into a Separable DimensionNew📱A 2D-canvas companion to the 3D kernel-trick sim: a hand-rolled, draggable pseudo-3D… Logistic Regression: Sigmoid Decision Boundary (2D)New📱A 2D-canvas companion to the 3D logistic regression sim: click to add labeled points, drag… GRU Cell 2D: Gate Traces & Unit HeatmapNew📱A native 2D Gated Recurrent Unit simulator: watch reset and update gates, the candidate… Dying ReLU in Function SpaceNew📱Train a 24-neuron hidden layer live and watch its ReLU units die in 2D function space: every… Mixture of Experts: Sparse Gated Routing (2D)New📱Watch tokens leave a gating network and travel across a rotatable 2D radial diagram to the… Rare Disease Detection: SMOTE Class-Imbalance Correction (2D)New📱A 2D clinical-biomarker cohort with only 14 real rare-disease patients against 160 healthy… CMA-ES 2D: Covariance Adaptation on a Loss Contour MapNew📱A top-down, independently-computed CMA-ES optimizer: pan and zoom a live contour map… Grammar-Constrained Decoding Visualizer (2D)New📱A 2D token-by-token grammar-constrained decoding visualizer: a finite-state JSON grammar… Ring All-Reduce 2D: Bandwidth vs LatencyNew📱2D ring all-reduce simulator: drag to rotate a flat GPU ring while gradient chunks… Permutation Feature Importance Lab (2D)New📱2D permutation-importance simulator: shuffle one input feature of a trained classifier at a… Double Descent 2D: Random-Feature Ridge RegressionNew📱A real random-features ridge regression fit live in your browser, on two side-by-side 2D… Secure Aggregation in Federated LearningNew📱Interactive 3D simulator of the pairwise-masking secure-aggregation protocol used in… CycleGAN: Cycle-Consistency Loss LiveNew📱Train a real tiny CycleGAN live in 2D: two generator networks and two discriminators learn… Early Stopping: Watching a Real Model Overfit, in 2DNew📱An interactive 2D simulator that actually trains a polynomial model by real gradient descent… Neural Network SimulationNew📱Двовимірний екран показує реальну прямокишеву мережу з двома вхідними нейронами, регулюваною… Neural Network SimulationNew📱Тривимірний візуалізаційний модуль показує ту ж саму мережу у формі фізичної геометрії:… Data Drift MonitoringNew📱Monitor data drift using the Population Stability Index to detect changes in production data… Data Drift MonitoringNew📱Simulate canary deployments where live traffic is split between stable and canary server… LoRA AdaptersNew📱Explore how LoRA low-rank decomposition works by adjusting a frozen weight matrix W and… LoRA AdaptersNew📱Visualize the process with a 3D model where a wide platform of frozen-weight cubes narrows… Classifier Threshold SweepNew📱Sweep a classifier's decision threshold over its score distribution to generate ROC and… Classifier Threshold SweepNew📱Use a moving decision plane through a 3D point cloud of classifier scores to dynamically… Confusion Matrix Threshold LabNew📱Drag a decision threshold across two overlapping Gaussian score distributions and watch a… 3D Confusion Matrix Threshold LabNew📱Drag a decision plane through a 3D point cloud of classifier scores and watch each sample… Logistic Regression TrainerNew📱Explore logistic regression training on Gaussian blobs, visualizing decision boundaries and… 3D Logistic Regression TrainerNew📱Explore and train logistic regression in 3D space, visualizing data blobs, separating plane,… Dying ReLU: Watching Neurons Go DarkNew📱Train a 24-neuron hidden layer live in 3D and watch individual ReLU neurons turn permanently… Mixture of Experts: Sparse Gated RoutingNew📱Watch tokens leave a gating network and fly to the top-k expert sub-networks a noisy top-k… Rare Disease Detection: SMOTE Class-Imbalance CorrectionNew📱A 3D clinical-biomarker cohort with only 14 real rare-disease patients against 160 healthy… Secure Aggregation in Federated LearningNew📱Interactive 3D simulator of the pairwise-masking secure-aggregation protocol used in… CycleGAN: Cycle-Consistency Loss LiveNew📱Train a real tiny CycleGAN live in 3D: two generator networks and two discriminators learn… CMA-ES: Covariance Matrix Adaptation Evolution StrategyNew📱Watch CMA-ES search a 3D loss landscape: a population of candidates sampled from an evolving… Grammar-Constrained Decoding VisualizerNew📱Step through token-by-token grammar-constrained decoding in 3D: a finite-state JSON grammar… Ring All-Reduce: GPU Cluster Gradient SyncNew📱Interactive 3D ring all-reduce simulator: watch gradient chunks pass around a ring of GPUs… Multiclass Classification: One-vs-Rest vs One-vs-OneNew📱Train real logistic-regression classifiers live and compare how One-vs-Rest (one classifier… Graph Attention Networks: Learned Attention VisualizerNew📱Interactive 3D visualizer for Graph Attention Networks: pick a query node and watch its real… Federated Learning Communication Efficiency SimulatorNew📱Watch 10 federated-learning clients compress their model updates with top-K sparsification… Momentum Contrast (MoCo): The Negative-Pair QueueNew📱Interactive 3D contrastive-learning simulator: train a query encoder against a… Permutation Feature Importance LabNew📱Shuffle one input feature of a trained classifier at a time and watch the 3D point cloud… Byzantine-Robust Federated AggregationNew📱Interactive 3D simulator of Byzantine-robust federated learning: malicious clients send… Early Stopping: Watching Validation Loss to Halt TrainingNew📱An interactive 3D simulator of the early-stopping algorithm: watch training and validation… Target Encoding Leakage Lab: Naive vs K-FoldNew📱Watch naive target encoding bake a row's own label into its own feature — inflating training… Outbreak Early-Warning: EWMA Surveillance MonitorNew📱Watch a real EWMA control chart monitor daily case counts across 12 regions and raise an… Logistic Regression: Sigmoid Decision BoundaryNew📱Watch a 3D probability surface tilt over a scatter of labeled points as you adjust two… The Kernel Trick: Lifting Data Into a Separable DimensionNew📱Watch a non-linearly-separable 2D dataset — concentric circles or an XOR grid — get lifted… Masked Language Modeling: How BERT Predicts Missing WordsNew📱Mask a word in a sentence and watch a live 3D embedding space aggregate its bidirectional… GRU Cell: Reset & Update GatesNew📱Watch a live 8-unit Gated Recurrent Unit process an input sequence step by step, with the… Layer Normalization: Per-Sample Feature ScalingNew📱Interactive 3D layer-normalization simulator: watch each sample's own feature vector get… Double Descent: When More Parameters Beat the Bias-Variance TradeoffNew📱A real random-features ridge regression fit live in your browser: watch test error rise then… Vanishing Gradients in RNN BackpropagationNew📱Watch the gradient signal shrink or blow up as it propagates backward through an RNN's… Bidirectional RNN: Forward-Backward Context FusionNew📱Watch two independent recurrent chains scan a sequence in opposite directions — forward… K-Nearest Neighbors Regression: Predicting by Local AveragingNew📱Watch k-nearest neighbors regression predict a continuous value by averaging the labels of… Layer Transferability ExplorerNew📱Pick the split layer between a frozen pretrained backbone and a freshly trained head in a 3D… Classification Algorithms ArenaNew📱Compare k-Nearest Neighbours and Logistic Regression on the same labelled point cloud: a… Cluster Analysis: Gaussian Mixture ModelNew📱Fit a live Gaussian Mixture Model with real Expectation-Maximization: watch soft… JSON Validation & Repair Loop SimulatorNew📱Structured output: JSON mode, schemas, validation, error recovery, and evaluation for… Credit Scoring & Fraud Detection: Retail Banking ML SimulatorNew📱Interactive 3D simulator of a retail bank's ML pipeline: loan applicants scored in a feature… Batch Size Hyperparameters: Gradient Descent SimulatorNew📱Watch a mini-batch of samples drive gradient descent across a bumpy loss landscape: shrink… Bayesian Optimization: Gaussian-Process Hyperparameter TunerNew📱Tune a Gaussian-process surrogate and an Expected-Improvement acquisition function to hunt… Advanced Hyperparameter Concepts: Multi-Objective and Automated TuningNew📱Watch an automated tuner search a live hyperparameter space in 3D — every trial is plotted… Advanced Mathematical Topics in Hyperparameter OptimizationNew📱Watch random search, online gradient descent and meta-learned warm-start race across a 3D… AI Explainability: Understanding the Black BoxNew📱A real 4-6-4-1 feed-forward network scores a loan application behind an opaque black-box… Transfer Learning Lab: Freeze, Fine-Tune & LoRANew📱Interactive 3D lab where a pre-trained network adapts to a new domain via full fine-tuning,… Meta-Learning: MAML vs ReptileNew📱Interactive 3D lab where MAML and Reptile meta-learning search for a shared parameter… EV Charging Station Fault Detection SimulatorNew📱Watch a live EV charging network stream voltage, current and temperature telemetry. Tune the… Approximation Theory in Hyperparameter OptimizationNew📱Watch a kernel-weighted surrogate model approximate a hidden 3D objective landscape from a… Autoencoder Anomaly Detection: Reconstruction Error SimulatorNew📱Stream data through an encoder-decoder neural network, watch it get squeezed through a… AutoML Search Visualizer — Hyperparameter Optimization LandscapeNew📱Watch Random Search, Grid Search and Bayesian Optimization explore a live 3D… Continual Learning & Catastrophic Forgetting SimulatorNew📱A network of task-memory nodes gets overwritten by new tasks unless replay and… JSON Schema Constrained Decoding SimulatorNew📱Candidate tokens must bind into fixed JSON schema slots (keys, types, brackets) before being… Constrained Decoding Grammar AutomatonNew📱A finite-state grammar automaton fires transitions as tokens are sampled: raise the… Feature Engineering: Building Predictive ModelsNew📱Watch a raw 2D scatter of interleaved-ring data points morph into a 3D transformed feature… Machine Learning Algorithm TrainingNew📱Explore the fundamentals of machine learning by adjusting parameters like learning rate and… AI Threat Defense: A Machine Learning SimulationNew📱This simulation challenges you to defend a critical system from sophisticated AI attacks… Interactive Data Science Model ExplorationNew📱This interactive model explores how different data volumes and model parameters affect the… Data Science SimulatorNew📱This simulation introduces users to the fundamentals of data analytics and machine learning.… Fairness Metrics Evaluation in MLNew📱Experiment with various fairness metrics to assess the equitable performance of a machine… Activation Functions ExplorerNew📱This simulation explores the role of activation functions in neural networks, demonstrating… Activation Functions Explorer - Interactive Neural Network VisualizationNew📱This simulation provides an interactive visualization of neural networks and how activation… Backpropagation Step-by-Step - Interactive Neural Network Training VisualizationNew📱This simulation demonstrates the process of backpropagation, a fundamental algorithm used to… Backpropagation Step-by-StepNew📱This simulation illustrates the backpropagation algorithm, a key method for training… Backpropagation VisualizerNew📱This simulation provides a visual representation of the backpropagation algorithm used in… Batch Size Impact - Training Dynamics VisualizationNew📱This simulation explores the impact of batch size on the training dynamics of a machine… Batch Size ImpactNew📱This simulation investigates the effect of varying batch sizes during machine learning model… Beat Detection & AnalysisNew📱This simulation demonstrates the principles of beat detection in audio signals. Users can… Bias-Variance Tradeoff Interactive VisualizationNew📱This simulation visually represents the bias-variance tradeoff in machine learning models.… CNN Layer VisualizerNew📱This simulation provides a visual representation of Convolutional Neural Network (CNN)… Confusion Matrix Interactive - ML Evaluation ToolNew📱This simulation demonstrates the use of a confusion matrix for evaluating machine learning… Feature Importance Plots - ML Model InterpretabilityNew📱This simulation visualizes feature importance plots for machine learning models,… Feature Importance VisualizationNew📱This simulation focuses on visualizing feature importance in machine learning models,… Hyperparameter Tuning Visualizer - ML Optimization ToolNew📱This simulation illustrates the process of hyperparameter tuning for machine learning… Hyperparameter TuningNew📱This simulation demonstrates the concept of hyperparameter tuning in machine learning by… K-Means Clustering Interactive - AI DemoNew📱This simulation provides an interactive demonstration of the K-means clustering algorithm as… K-Nearest Neighbors (KNN) - Interactive Machine Learning VisualizationNew📱This simulation visualizes the K-Nearest Neighbors algorithm, illustrating how data points… K-Nearest Neighbors InteractiveNew📱This simulation allows users to interactively explore the K-Nearest Neighbors algorithm and… K-Nearest Neighbors (KNN) Interactive - ML DemoNew📱This simulation provides a practical demonstration of the K-Nearest Neighbors algorithm as… Dynamic Neural Network SimulationNew📱Explore the behavior of a simulated artificial neural network by adjusting the number of… Reactive Artificial Neural NetworkNew📱Observe a simulated artificial neural network react to changes in its parameters, allowing… Precision-Recall Tradeoff VisualizationNew📱This simulation demonstrates the relationship between precision and recall in classification… Random Forest Visualization - Interactive Ensemble LearningNew📱This simulation illustrates the concept of random forests and ensemble learning. It visually… Random Forest VisualizationNew📱This simulation demonstrates the principles behind random forest algorithms. It visually… Recommendation System BuilderNew📱This simulation allows users to build and experiment with recommendation systems. It… Regularization Techniques - Overfitting Prevention DemoNew📱This simulation explores techniques used to prevent overfitting in machine learning models.… RNN/LSTM Animation - Interactive Sequential Neural Network VisualizationNew📱This simulation visualizes recurrent neural networks (RNNs) and long short-term memory… ROC Curve Interactive VisualizationNew📱This simulation illustrates the Receiver Operating Characteristic (ROC) curve. It visually… Transfer Learning StudioNew📱This simulation demonstrates the concept of transfer learning, where knowledge gained from… Word Embeddings Explorer - NLP Vector Space VisualizationNew📱This simulation demonstrates the concept of word embeddings within Natural Language… Word Embeddings ExplorerNew📱Explore word embeddings using Word2Vec/GloVe, visualize similarities and vector spaces in 2D/3D. Interactive 2D Machine Learning ExplorationNew📱This simulation provides a hands-on experience with fundamental machine learning concepts,… Reinforcement Learning SimulatorNew📱This simulation explores the core mechanics of reinforcement learning algorithms. Users can… Interactive Machine Learning SimulationNew📱This simulation provides an interactive environment for experimenting with different machine… Dynamic Engine Simulation – Neural ResponseNew📱This simulation demonstrates the complex relationship between an engine's parameters and its… Machine Learning Security: A Dynamic SimulationNew📱This simulation explores the dynamic interplay between machine learning systems and… AI Security Response: Dynamic Response ScoreNew📱Adjust defense, threat, attack, vulnerability, robustness and monitoring levels in a layered… Interactive AI Neural Network SimulationNew📱This interactive simulation allows users to explore the architecture and behavior of… AI Neural Network Simulator: Learning Rate Firing PulseNew📱AI neural network simulator where the Learning Rate slider now sets how fast each neuron's… Machine Learning Ethics Simulation LabNew📱This simulation explores the critical intersection of machine learning algorithms and… Machine Learning Ethics Simulator: Oversight SweepNew📱Balance fairness and bias-mitigation strategies while a rotating oversight arc sweeps the… Advanced Machine Learning Ethics SimulationNew📱This simulation explores the intricate ethical challenges posed by advanced machine learning… ML Ethics Governance Simulator: Compliance Gap PulseNew📱Tune ethics, fairness, transparency, accountability, bias, and governance levels while a red… Advanced Technology Machine Learning SimulationNew📱This simulation dives into the core mechanics of machine learning algorithms, allowing you… Overfitting and Regularization LabNew📱Explore how machine learning algorithms learn from data to make predictions, represented… Artificial Intelligence Machine Learning SimulationNew📱This simulation allows you to experiment with different machine learning algorithms and… Q-Learning Agent Pathfinding Simulation – Exploration RateNew📱This simulation allows you to experiment with different reinforcement learning algorithms… Big Data Statistical Analysis SimulatorNew📱This simulation provides a hands-on environment for exploring the core concepts of big data… Adaptive Artificial Intelligence Training SystemNew📱This simulation provides a dynamic environment for testing AI algorithms by adjusting… Advanced ML Ethics Simulation ToolNew📱Manipulate ethical and fairness parameters in this simulation to witness firsthand how… Machine Learning Decision Tree Simulation – Label Noise RobustnessNew📱This simulation allows you to visually construct and manipulate decision trees, a core… Machine Learning Interpretability - Comprehensive GuideNew📱This simulation illustrates the importance of understanding how machine learning models make… Machine Learning K Means Clustering SimulationNew📱This simulation visually represents the K-Means clustering algorithm. It demonstrates how… Machine Learning K Means SimulationNew📱This simulation allows you to visually explore the K-Means clustering algorithm by adjusting… Machine Learning Linear Regression SimulationNew📱This simulation allows you to visually explore how linear regression algorithms learn… Machine Learning Overview — Supervised, Unsupervised, and EvaluationNew📱This simulation provides a foundational introduction to machine learning concepts. It… Machine Learning Pca Simulation – Noise Level ControlNew📱This simulation allows you to visually explore Principal Component Analysis (PCA), a… Machine Learning Support Vector Machine Simulation – Learning Rate ControlNew📱This simulation allows you to visualize the core concepts of a Support Vector Machine (SVM)… Live Neuron Count Network RewiringNew📱This simulation explores the dynamic behavior of artificial neural networks, visually… Quantum Advanced Quantum Machine Learning SimulationNew📱This simulation explores the complex interplay between quantum mechanics and machine… Reinforcement Learning Explained — Agents, Rewards, and ValueNew📱This simulation introduces the core concepts of reinforcement learning. It illustrates how… Technology Machine Learning SimulationNew📱This simulation allows you to explore the core concepts of machine learning algorithms… Data Protection in Machine Learning SystemsNew📱This simulation explores the practical application of data protection techniques within… Automation Robotic Process Automation SimulationNew📱This simulation demonstrates Robotic Process Automation (RPA), showcasing how software… Classification SimulatorNew📱This simulation allows users to explore different classification algorithms and their… Clustering SimulatorNew📱This simulation allows users to experiment with clustering algorithms to group data points… Computational Biology Research HubNew📱This simulation demonstrates the use of computational tools and algorithms to analyze… Data Science Analytics SimulationNew📱This simulation allows you to explore key concepts in data science analytics, from cleaning… Data Science SimulationNew📱This simulation allows you to explore core data science concepts by manipulating variables… Genomics Data Analysis PlatformNew📱This simulation demonstrates the analysis of genomic data using computational tools and… Fundamental Artificial Intelligence SimulationNew📱This simulation demonstrates the core principles of machine learning, allowing you to… K Means Clustering SimulationNew📱This simulation illustrates the K-means clustering algorithm for grouping data points based… K Means SimulationNew📱This simulation demonstrates the K-Means algorithm's ability to partition data into distinct… Learning Metacognition SimulationNew📱This simulation illustrates the concept of metacognition – thinking about one's own… Medical Advanced Medical Data Analytics SimulationNew📱This simulation demonstrates the use of data analytics techniques to improve medical… Machine Learning Model ExperimentationNew📱This simulation provides an interactive environment for experimenting with different… Neural Network Research PlatformNew📱This simulation provides a visual representation of neural networks and their learning… Neural Network Learning SimulationNew📱This simulation allows users to explore the core principles behind artificial neural… Neural Network SimulatorNew📱This simulation demonstrates the basic functionality of a neural network, illustrating how… Neural Network Training Simulation: Optimization DynamicsNew📱This simulation allows users to observe the complex dynamics of training a neural network by… Neural Network Training Simulation: Adaptive LearningNew📱This simulation allows you to experiment with different training algorithms for neural… Artificial Neural Network SimulationNew📱This simulation explores the behavior of interconnected neurons within a network. It… Neural Network ActivationNew📱This simulation provides a visual representation of neural network activation functions. It… Nlp Processing SimulatorNew📱This simulation demonstrates the basic principles of natural language processing through an… Python Data Science MlNew📱This simulation introduces users to the core concepts of data science and machine learning… Support Vector Machine SimulationNew📱This simulation allows you to visualize and manipulate Support Vector Machines (SVMs) by… Technology Data Science SimulationNew📱This simulation introduces the core concepts of data science, demonstrating how data… Machine Learning Training VisualizationNew📱This simulation provides a visual representation of the training process for machine… Transcendent Biotech Omniscient Life SimulationNew📱This simulation examines the potential for a biological system to possess complete knowledge… Transcendent Logic Transcendence SimulationNew📱This simulation explores the theoretical possibilities of a self-modifying system that can… Transformer SimulatorNew📱This simulation demonstrates the architecture of a transformer model, a core component in… Vital Signs Monitor - AI HealthcareNew📱This simulation demonstrates the application of machine learning in healthcare. Users can… LSTM Memory Cell GateNew📱Interactive 3D LSTM cell visualization showing forget, input and output gates and a memory… Federated Learning: Train Without Sharing DataNew📱Interactive 3D lab where client devices train locally on private data and send only model… Deep Q-Network: Learning to Play from PixelsNew📱Interactive 3D lab where an agent's neural network estimates Q-values while exploring a grid… Contrastive Image-Text Embedding: How CLIP Learns to Match Pictures and WordsNew📱Interactive 3D scatter of image and text embedding vectors that converge into matched… Neural Network Quantization: Shrinking Models for Edge AINew📱Interactive 3D lab where floating-point neural network weights snap onto discrete integer… Knowledge Distillation: Training a Small Model to Think Like a Big OneNew📱Interactive 3D lab visualizing a teacher network's softened output distribution training a… ResNet: How Residual Connections Made Deep Networks TrainableNew📱See how skip connections let signal and gradient flow unimpeded through very deep networks,… U-Net: Encoder-Decoder Architecture for Image SegmentationNew📱Watch an image compress through a contracting encoder and expand back through a decoder,… YOLO: Real-Time Object Detection in a Single GlanceNew📱Watch a single forward pass generate candidate bounding boxes across a scene, then filter… Style-Based Image Generation: Controlling GANs at Every LayerNew📱Explore how coarse, middle and fine layers of a style-based generator each control a… CycleGAN: Translating Images Between Domains Without Paired DataNew📱Watch two generators translate images back and forth between two domains, held consistent by… Batch Normalization: Stabilizing Deep Network TrainingNew📱Compare training with and without batch normalization to see how normalizing layer inputs… Positional Encoding: How Transformers Know Word OrderNew📱See how sinusoidal positional encodings at different frequencies combine to give every… Sequence-to-Sequence Translation with AttentionNew📱Watch a decoder generate a translation one token at a time while attention weights shift… Character-Level RNN for Name Origin ClassificationNew📱Feed a name into a recurrent network one character at a time and watch its hidden state… Graph Neural Networks: Learning on Relational DataNew📱Watch information spread hop by hop across a graph as each round of message passing lets… Capsule Networks: Preserving Spatial HierarchiesNew📱Watch lower-level part capsules vote for higher-level object capsules, with agreeing votes… Beam Search: Finding Good Sequences Without Brute ForceNew📱Watch a search tree grow level by level while only the top-k highest-scoring beams survive… Byte Pair Encoding: How Tokenizers Learn SubwordsNew📱Watch the most frequent adjacent character pair merge into a new symbol over and over,… Restricted Boltzmann Machines: Energy-Based Generative LearningNew📱Watch a bipartite visible-hidden network alternate Gibbs sampling steps while system energy… Hopfield Networks: Associative Memory as Energy MinimizationNew📱Watch a noisy pattern converge back to a clean stored memory as asynchronous neuron updates… Markov Chain Monte Carlo: Sampling from Distributions You Can't ComputeNew📱Watch a Metropolis-Hastings walker explore a 2D density surface, its trail concentrating in… Normalizing Flows: Exact Density Modeling via Invertible TransformsNew📱Watch a Gaussian point cloud warp through a sequence of invertible layers into a complex… Langevin Dynamics and Score-Based Generative ModelsNew📱Watch scattered particles organize onto a target manifold as annealed score-guided steps… Autoregressive Models: Generating Sequences One Token at a TimeNew📱Watch a causal-masked model generate tokens left to right, conditioning only on past… AI, Automation and Work: What Task-Level Analysis Actually ShowsNew📱Interactive 3D job and task grid where adjusting an AI-automation-exposure slider by… Containerising Machine Learning: Why GPU Scheduling Changes the RulesNew📱Interactive 3D cluster diagram where deploying simulated ML training containers across… GANs, VAEs and Diffusion Models: How Each One Generates a SampleNew📱Interactive 3D latent-space visualization where switching between a GAN generator, VAE… Narrow AI, General AI and Superintelligence: What the Words Actually MeanNew📱Interactive 3D capability-space chart where plotting different AI systems along axes of task… Predictive Analytics in Practice: Regression, Time-Series and Tree EnsemblesNew📱Interactive 3D forecast chart where switching between regression, time-series and… PyTorch's Dynamic Computation Graph: Why Define-by-Run Changed Research SpeedNew📱Interactive 3D computation graph where editing a simulated model's operations on the fly… How Recommendation Engines Decide What You SeeNew📱Interactive 3D user-item embedding space where adjusting a simulated user's interaction… Supervised, Unsupervised and Reinforcement Learning: How Machines Actually LearnNew📱Interactive 3D side-by-side simulation where feeding labeled data, unlabeled data or reward… TensorFlow and Keras: From Static Graphs to Production-Grade Deep LearningNew📱Interactive 3D model-deployment pipeline where building a simulated Keras layer stack,… Why Git Can't Track a Changing Dataset (and What DVC-Style Tools Do Instead)New📱Interactive 3D dataset-versioning timeline where creating simulated dataset snapshots shows… GAN: Generator vs Discriminator ExplainedNew📱Interactive 3D visualization of GAN training where a generator's fake point cloud gradually… Gradient Descent — 3D Loss Surface & OptimisersNew📱Navigate a 3D loss landscape (Rosenbrock, Rastrigin, Himmelblau) with SGD, Momentum, RMSprop… K-Means Clustering — Lloyd's AlgorithmNew📱Cluster 2D points with k-means: assign to nearest centroid, move to the mean, repeat. Watch… DBSCAN — Density-Based ClusteringNew📱DBSCAN grows clusters from dense core points via ε-neighbourhoods and minPts, labelling… Naive Bayes Classifier — Probabilistic DecisionNew📱Classify 2D points with Gaussian naive Bayes: estimate per-class means and variances, apply… Self-Organising Map (SOM)New📱A Kohonen grid folds high-dimensional data into 2D: neuron weights self-organise as σ… Radial Basis Function NetworkNew📱Radial basis network: N Gaussian bumps of width σ sum into a smooth decision boundary —… Random Forest ClassifierNew📱Bagging and random feature selection turn weak decision trees into a robust forest. Compare… t-SNE VisualiserNew📱t-SNE projects high-dimensional clusters to 2D via gradient descent on KL divergence. Tune… Rosenblatt Perceptron AlgorithmNew📱Explore Rosenblatt's 1958 algorithm where misclassified points adjust the weight vector,… k-Nearest NeighboursNew📱Classify a point by majority vote among its k closest neighbours. Decision regions update… BackpropagationNew📱δ pulses flow backward through a small MLP: gradients highlight edges, weights update, and… PCA & SVD Visualiser — Principal Component Analysis Interactive📱Generate a 2D dataset, diagonalise covariance matrix into principal components, and watch… Decision Tree Live📱CART decision tree with Gini impurity splitting; axis-aligned splits emerge level by level… Reinforcement Learning📱Q-learning agent navigates an 8×8 grid maze. Heatmap shows max Q-values; white arrows show… Self-Organising Map📱24×24 Kohonen SOM (576 neurons, 3D RGB input). Gaussian neighbourhood update as α and σ… K-Means Clustering — Interactive Machine Learning📱Step through K-means clustering: watch centroids converge, Voronoi regions update, and…