UPLOAD ANY STRUCTURED DATASET. AUTOFORGE PROFILES IT, ENGINEERS FEATURES, TRAINS TWO DOZEN MODELS IN PARALLEL, OPTIMIZES HYPERPARAMETERS, BUILDS ENSEMBLES, EXPLAINS THE RESULT — AND SHIPS IT AS A DOCKERIZED REST API.
EVERY STAGE RUNS AUTOMATICALLY. YOU NEVER WRITE CODE — YOU STEER.
Drag-drop CSV. Auto-detected schema, types, and target.
EDA, missingness, correlations, skew, outliers.
Encodings, transforms, interactions, PCA.
24 models, 5-fold CV, Optuna HPO in parallel.
SHAP, PDP, confusion, residuals, fairness.
FastAPI service + Dockerfile + API key.
Detects column types, target, leakage, duplicates, quasi-constants, skew, outliers, and correlated features — with actionable warnings.
Polynomial, interactions, target/frequency/hash encoding, Box-Cox, Yeo-Johnson, winsorization, PCA, UMAP — automatic and compared.
24 models trained concurrently with 5-fold cross-validation. Live progress, live logs, live leaderboard updates.
Optuna TPE sampler with pruning, early stopping, and resume-on-failure. GPU-aware. Time-budgeted.
Top-3 stacked ensemble with logistic meta-learner, plus voting, blending, and rank averaging — auto-selected.
SHAP summary/waterfall/force/beeswarm, PDP, ICE, LIME, permutation importance, counterfactuals, NL summaries.
Protected-attribute detection, disparate impact, equal opportunity, demographic parity, with mitigation recommendations.
PSI, KS-test, and feature-drift alerts. Concept drift detection on prediction streams with configurable thresholds.
MLflow-style tracking of params, metrics, artifacts, versions. Promote, archive, rollback, and stage models.
Generates FastAPI service, Dockerfile, docker-compose, OpenAPI spec, and API key. Ship to any container runtime.
Projects, experiments, training timelines, resource utilization, inference latency, error rates — all real-time.
Auto-generated PDF/Markdown reports with EDA, model comparison, metrics, XAI, and business recommendations.
TREE ENSEMBLES, LINEAR MODELS, NEIGHBORS, SVMS, NAIVE BAYES, DEEP NETS, AND EXPLAINABLE BOOSTERS — ALL TRAINED, RANKED, AND READY TO ENSEMBLE.
BUILT LIKE A REAL ENTERPRISE ML PLATFORM — MODULAR SERVICES, ASYNC WORKERS, OBJECT STORAGE, EXPERIMENT TRACKING, MODEL REGISTRY.
NO CREDIT CARD. NO SETUP. JUST UPLOAD A CSV AND WATCH THE LEADERBOARD FILL UP.