Intent → State
Configure Experiment
Dataset, algorithm, hyperparameters, and comparison slots become one synchronized experiment state that can be reproduced and shared.
Next.js · Zustand · URL state30+ algorithms across 4 families
See How Machine
Learning Actually Works
An interactive visualization platform powered by real scikit-learn computation. Explore decision boundaries, compare algorithms side-by-side, and watch models train step-by-step.
CONFLUENCE / LIVE
010+AlgorithmsREAL MODEL CATALOG
020DatasetsBUILT-IN GENERATORS
030FamiliesONE SHARED PIPELINE
040Boundary TypesGEOMETRIC TAXONOMY
Built for Understanding
Not another toy demo. Confluence gives you real algorithms with real computation, wrapped in an interface designed for exploration and comparison.
Scikit-Learn Boundary Overlay
Algorithm Knowledge Graph
Explore algorithms from first principles, mathematics, intuition, and visualization.
Production-Grade Architecture
Follow an experiment from interactive configuration through real model computation, streamed training states, and high-performance visual rendering.
CONFLUENCE ENGINE
Intent → State
Configure Experiment
Dataset, algorithm, hyperparameters, and comparison slots become one synchronized experiment state that can be reproduced and shared.
Next.js · Zustand · URL stateState → Contract
Validate Request
The client turns experiment state into typed payloads. FastAPI and Pydantic validate the contract before computation begins.
TypeScript · Axios · FastAPI · PydanticContract → Model
Execute Real Models
Server-side scikit-learn estimators fit against generated datasets, preserving genuine model behavior instead of browser-side approximations.
Python · scikit-learn · SciPyModel → Surface
Resolve Geometry
NumPy evaluates the fitted model over a prediction mesh and resolves probability grids, contours, metrics, and uncertainty data with deterministic cache keys.
NumPy · meshgrid · contours · cacheIterations → Frames
Stream Evolution
Staged algorithms publish boosting rounds, tree depth, gradient descent, and neural epochs as WebSocket frames for immediate timeline playback.
WebSocket · async frames · staged trainingData → Understanding
Render Insight
The interface combines fast 2D heatmaps, precise SVG overlays, motion transitions, and optional 3D scenes into one interactive analytical surface.
Canvas2D · SVG · Framer Motion · Three.jsServices → Runtime
Run Consistently
Containerized services keep the Next.js interface, FastAPI computation service, and cache infrastructure reproducible across development environments.
Docker Compose · Next.js · FastAPI · RedisReady to Explore?
Open the visualizer, pick an algorithm, adjust hyperparameters, and see the decision boundary morph in real-time.
Launch Confluence