# BigML

**Canonical:** https://apis.io/providers/bigml/  
**Website:** https://bigml.com/  
**APIs profiled:** 15

BigML is a machine learning platform with a comprehensive REST API for creating datasets, training models, making predictions, running batch predictions, and managing ML workflows. The platform supports supervised and unsupervised learning including decision trees, ensembles, deepnets, linear and logistic regression, clustering, anomaly detection, topic models, and time series forecasting.

## Kin Score — 45.3 / 100 (developing)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 45.3).

| Facet | Score |
|---|---|
| Discoverability | 74.1 |
| Contract Quality | 64.6 |
| Governance | 9.8 |
| Contract Governance | 9.8 |
| Operational Transparency | 44.7 |
| Developer Ergonomics | 23.8 |
| Commercial Clarity | 50.0 |
| Access Clarity | 50.0 |

## Agent readiness — 29.1 (agent-aware)

| Dimension | Value |
|---|---|
| Spec Presence | yes |
| Agentic Access | derived |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | yes |
| Idempotency | no |
| Error Semantics | no |
| OpenAPI Examples | no |
| Rate Limit Signal | documented |
| Event Surface Described | no |
| Agent Skills | no |
| Well Known Catalog | no |
| Consent Identity | no |
| Agent Card | no |
| Dry Run Mode | no |

## Access

Freemium · Self-serve signup — onboarding: self-serve, pricing: freemium, trial: no (confidence: high).

## APIs (15)

- **BigML Anomaly Detection API** — Detect anomalies in datasets using Isolation Forest
- **BigML Batch Operations API** — Run predictions, centroid assignments, and anomaly scoring on full datasets
- **BigML Clustering API** — Create unsupervised cluster models and assign centroids
- **BigML Data Connectors API** — Connect to external databases and data sources
- **BigML Datasets API** — Create and manage training datasets from sources
- **BigML Ensembles API** — Train and manage ensemble models (random forests, gradient boosted trees)
- **BigML Evaluations API** — Evaluate model performance against a test dataset
- **BigML Models API** — Train and manage decision tree models
- **BigML Predictions API** — Generate individual predictions from trained models
- **BigML Projects API** — Organize resources into projects
- **BigML Sources API** — Upload and manage raw data sources (CSV, JSON, Excel, etc.)
- **BigML Supervised Learning API** — Logistic regression, linear regression, and deep neural network models
- **BigML Time Series API** — Time series forecasting models and forecasts
- **BigML Unsupervised Learning API** — Topic models, association rules, and PCA
- **BigML WhizzML Scripting API** — Automate ML workflows with WhizzML scripts and executions

## Agentic access (1)

- **Bigml Agentic Access** — 108 operations · 63 acting

## Security (2)

- **Bigml Authentication** — apiKey · 1 scheme
- **Bigml Domain Security** — TLSv1.3 · DMARC

## Plans (1)

- **Bigml Plans Pricing**

## Tags

Machine-Learning, Artificial Intelligence, Predictions, Datasets, Models, Clustering, Anomaly Detection, Time Series, Deep Learning

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Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/providers/bigml/). Scores are computed from the provider's own public artifacts under a published rubric.